{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-05-16T10:50:30.536637700Z",
     "start_time": "2024-05-16T10:50:30.439857600Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              year        month          day         最低气温         最高气温  \\\n",
      "count  1101.000000  1101.000000  1101.000000  1101.000000  1101.000000   \n",
      "mean   2020.996367     6.526794    15.679382    12.708447    24.306994   \n",
      "std       0.816860     3.446798     8.820834     5.015921     3.421089   \n",
      "min    2020.000000     1.000000     1.000000     0.000000    13.000000   \n",
      "25%    2020.000000     4.000000     8.000000     8.000000    22.000000   \n",
      "50%    2021.000000     7.000000    16.000000    14.000000    25.000000   \n",
      "75%    2022.000000    10.000000    23.000000    17.000000    27.000000   \n",
      "max    2022.000000    12.000000    31.000000    21.000000    33.000000   \n",
      "\n",
      "             平均气温  \n",
      "count  1101.00000  \n",
      "mean     18.50772  \n",
      "std       3.85483  \n",
      "min       7.50000  \n",
      "25%      15.00000  \n",
      "50%      19.50000  \n",
      "75%      21.50000  \n",
      "max      25.50000  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 加载数据  \n",
    "df = pd.read_csv('./Lingcang.csv')\n",
    "\n",
    "# 数据的基本统计信息  \n",
    "print(df.describe())\n",
    "\n",
    "# 设置plt字体\n",
    "# 设置全局字体为SimHei（黑体），你需要确保你的系统中安装了这个字体  \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 指定默认字体为黑体  \n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决保存图像时负号'-'显示为方块的问题 "
   ]
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": 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d3Q0gpARH2wpgt9vx+OOPY8eOHbj00kuVs9ivueYaTJ06VXeWutPpxLvvvosjR47g0ksvRWlpqWHax48fx09/+lNs3LgRU6dOxR//+EeMHDlSeO2HH36IJ554Art27cLZZ58d89kJgiAIIhEkmaKpEARBEESvwNy9k0F3d7cpS3E09u3bh4aGBsyePVv5rqenJ+oRb8li27Zt2Lp1K2bPnq1T2q1w5MgR5OfnJ73MsizjRz/6EYYPH47bb7896uJBR0cHrr32WkyfPh233HILiouLk1oWgiAIguAhpZ0gCIIgCALJXWQhCIIgiGQRO9oMQRAEQRDESQAp7ARBEMRAhJR2giAIgiAIgiAIghigkNJOEARBEARBEARBEAMUUtoJgiAIgiAIgiAIYoBCR74hdG6s3++HzWaj/WwEQRAEQRAEQRBEryPLMoLBIBwOB2w2Y3s6Ke0A/H4/tm/f3t/FIAiCIAiCIAiCIE4ypk2bFvWoUVLaAWVVY9q0abDb7f1cGjGBQADbt28f0GUkBhbUZgirUJshrEJthrAKtRnCKtRmCKsMpjbDyhrNyg6Q0g4gcsSL3W4f8C92MJSRGFhQmyGsQm2GsAq1GcIq1GYIq1CbIawymNpMrC3aFIiOIAiCIAiCIAiCIAYopLQTBEEQBEEQBEEQxACFlHaCIAiCIAiCIAiCGKCQ0k4QBEEQBEEQBEEQAxRS2gmCIAiCIAiCIAhigEJKO0EQBEEQBEEQBEEMUEhpJwiCIAiCIAiCIIgBCintBEEQBEEQBEEQBDFAIaWdIAiCIAiCIAiCIAYopLQTBEEQBEEQBEEQxACFlHaCIAiCIAiCIAiCGKCQ0k4QBEEQBEEQBEEQAxRS2gmCIAiCIAiCIAhigOLo7wIQBEEQBJE4gaCMjbVNqG/3oCDTjdklubDbpP4uFkEQBEEQCUJKO0EQBEEMclZX1WHZymrUtXqU74qy3VhyWSkqyor6sWQEQRAEQSQKuccTBEEQxCBmdVUdbl2xRaWwA8CxVg9uXbEFq6vq+qlkBEEQBEEkA1LaCYIgCGKQEgjKWLayGrLgN/bdspXVCARFVxAEQRAEMRggpZ0gCIIgBikba5t0FnYeGUBdqwcba5v6rlAEQRAEQSQVUtoJgiAIYpBS326ssMdzHUEQBEEQAw9S2gmCIAhikFKQ6U7qdQRBEARBDDxIaScIgiCIQcrsklwUZbthdLCbhFAU+dkluX1ZLIIgCIIgkggp7QRBEAQxSLHbJCy5rFT4G1Pkl1xWSue1EwRBEMQghpR2giAIghjEVJQV4YmFM5GRYld9X5jtxhMLZ9I57QRBEAQxyHH0Z+ZtbW2ora1FcXExsrOz+7MoBEEQBDFoqSgrwrbDrXj8fzUAgH8umovZJblkYScIgiCIIUC/WdrffvttXHDBBbj33ntx3nnn4e233wYAvPfee7jwwgtRWlqKK664AjU1NabSW7x4MSZNmqT8u+mmm3qx9ARBEAQxsLBJEQV93vg8UtgJgiAIYojQL5b29vZ2LFu2DCtWrMDkyZPxyiuv4Ne//jWmTp2Ku+++G0uXLsXs2bNx//3345577sELL7wQM82qqiqsXLkShYWFAACHo1+dCAiCIAiiT5Eh93cRCIIgCILoBfrF0t7R0YG7774bkydPBgCUlpaiubkZNTU1uO2227BgwQLk5+fjuuuuw86dO2Omd/z4cQDAqaeeiqysLGRlZSEtLa1Xn4EgCIIgBhIy6ewEQRAEMSTpF3N0UVERLr/8cgCAz+fD3/72N8yfPx9f+MIXVNfV1tZi7NixMdPbtm0bAoEAzj33XLS1teELX/gCli5dSvvkCYIgCIIgCIIgiEFNv/qQ79q1C9/4xjfgdDqxatUq1W9erxfPPvusqb3p+/btw+TJk3HHHXdAkiTce++9eOSRR/CLX/zCUnkCgYCl6/sSVraBXEZiYEFthrAKtZnBTTAYVP7uq3dIbYawCrUZwirUZgirDKY2Y7aMkiz3n0OdLMvYsWMHli9fjry8PDz66KPKb4888gjWrFmDl156CU6n01K6mzZtwve//3188sknpq4PBAKorKy0lAdBEARBDCSe29aO13Z3AgBevqawn0tDEARBEIRZysvLYbfbDX/vV0u7JEkoKyvDgw8+iPnz56OtrQ1ZWVlYv349nn/+ebz44ouWFXYAyM3NRUtLC7xeL1wul+n7pk2bFrWy+pNAIIDt27cP6DISAwtqM4RVqM0Mbt45thvYXQsgNPj3BdRmCKtQmyGsQm2GsMpgajOsrLHoF6V948aN+OCDD3DHHXcAAFwuFyRJgs1mw6FDh3Dbbbfhvvvuw4QJE0yl96Mf/QgLFy7EGWecAQCorKxEfn6+JYUdAOx2+4B/sYOhjMTAgtoMYRVqM4MTiTvyra/fH7UZwirUZgirUJshrDKU2ky/RI8vLi7Giy++iH/961+oq6vDb3/7W5x11llwOBxYvHgxLrzwQsyfPx+dnZ3o7OwE8+Dv6OiAz+fTpXfqqadi+fLl+PTTT/Hee+/ht7/9La677rq+fiyCIAiCIAiCIAiCSCr9orQXFBTg0Ucfxd///ndccskl6O7uxsMPP4yPPvoIe/fuxYsvvoiZM2cq/44cOQIAuPzyy/Hhhx/q0lu0aBEmTZqERYsWYenSpbjuuuuwePHivn4sgiAIgug36MQ3giAIghia9Nue9rPOOgtvvfWW6rsvfvGL2L17t+E977//vvB7p9OJBx54AA888EBSy0gQ8RIIythY24T6dg/y01MACWjo6EFBphuzS3Jht0mxEyEIgrBAP8aVJQiCIAiiF+nXQHQEMRRZXVWHZSurUdfqEf5elO3GkstKUVFW1MclIwhiKEM6O0EQBEEMTfrFPZ4ghiqrq+pw64othgo7ABxr9eDWFVuwuqquD0tGEMRQh9fZyepOEARBEEMHUtoJIkkEgjKWrayOua+U/b5sZTUCQZpYEwSRHHg9nUQLQRAEQQwdSGkniCSxsbYpqoWdRwZQ1+rBxtqm3i0UQRAnJUGytBMEQRDEkIGUdoJIEvXt5hT2RO8hCIIQIXN+PqS0EwRBEMTQgZR2gkgSBZnuPrmHIAhChMo9Pth/5SAIgiAIIrmQ0k4QSWJ2SS6Kst0wc5ibhFAU+dklub1dLIIgTkLI0k4QBEEQQwdS2gkiSdhtEpZcVhrzOqbUL7mslM5rJwiiVyClnSAIgiCGDqS0E0QSqSgrwhMLZ6IgM8XwmsJsN55YOJPOaScIIqnwijq5xxMEQRDE0IGUdoJIMhVlRfjXd+Ypn393zQzl7/sunYKP7riAFHaCIHoVsrQTBEEQxNCBlHaC6AX4KM7TRmdH/h6VQy7xBEH0Cupz2klpJwiCIIihAintBNEL+IORCXOPP+KnSuo6QRC9RYBT1AOktBMEQRDEkIGUdoLoBXyBiKLu5ZR2mkYTBNFbBLnFQtLZCYIgCGLoQEo7QfQCAW7yzCvt/PcEQRDJhJcv5B5PEARBEEMHUtoJohfwBTilnbO6B0lpJwiil1C5x5OsIQiCIIghAyntBNEL+A3c4/00kSYIopcIkHs8QRAEQQxJSGkniF7AKBAdBYciCKK34JV2srQTBEEQxNCBlHaC6AV4pd1H7vEEQfQB/D522tNOEARBEEMHUtoJohfg3eN7KBAdQRB9gDoQXT8WhCAIgiCIpEJKO0H0AnwgOl5pJ+sXQRC9BbdWSLKGIAiCIIYQjv4uAEEMVgJBGRtqGrF+XwMACfPG52FWcS42H2jGJ/salet8Kkt79PQ21jahvt2Dgkw3Zpfkwm6TevEJCILoKwJBGR/vacDLWw+js8eP4ZkpyEl1wWYLyY654/IS7u9a93iSKQRBEAQxNCClnSDiYHVVHe58ZTtaunzKd3/6YC8kSR+1efuRVuVvo0B0q6vqsGxlNepaPcp3RdluLLmsFBVlRcktPEEQfcrqqjr85MXP0OUNCH//0wd7kZPmxINXT0uov/Pu8Ws/b8A3n91EMoUgCIIghgDkHk8QFlldVYfFK7aoFHaGSCd/desR5e9AUG9qX11Vh1tXbFFNrgHgWKsHt67YgtVVdYkXmiCIfoHJCyOFndHS5cPiBPs7r7T/atVOkikEQRAEMUQgpZ0gLBAIylj6xo4E7tent2xlNUT2d/bdspXVFMCOIAYhgaCMJa9XWbonkf4e6z6SKQRBEAQxOCGlnSAssLG2CcfaeuK+X3vk28baJp01jEcGUNfqwcbaprjzJAiif9hY24Tj7V5L9yTS34223/CQTCEIgiCIwQcp7QRhgfp2YwXbDNpJtdn0Es2XIIi+J95+G+992kXB3siDIAiCIIi+h5R2grBAQaY7ofu1Lqlm00s0X4Ig+p54+22895mxtCeaB0EQBEEQfQ8p7QRhgdkluSjMSon7fu3ZybNLclGU7YbRIUwSQhGfZ5fkxp0nQRD9w+ySXIzIdFm6J5H+bsbSTjKFIAiCIAYfpLQThAXsNglLL58a9/1aS7vdJmHJZaUAoFPc2ecll5XS2coEMQix2yQsu6LM0j2J9PdYlnaSKQRBEAQxOCGlnSAsUlFWhCcXzkSW26H7TRLMg2eMylb+FkVsrigrwhMLZ6IwW+2uWpjtxhMLZ9KZygQxiGHywuWIPtwOS3PiyQT7uz8QkS8/unAinHa1QCKZQhAEQRCDE73WQRBETCrKijAmNx0LHl0LALBLwN+/PQezinNx6r1vq67NSYu4xxods1RRVoT5pYUYf/cq5buP7riArGEEMQSoKCvCQ1cH8OMXP9P9dkq2G7++ZgbmjstLuL/z229OLx6GqadkofJQKwDgn4vmYnZJLskUgiAIghiEkNJOEHHi5Q5dlyQJZ03IF17n466L5r6qnUzT5Joghg5GPb8oJ9VQdliFXxQMyiG5xJg3Pi8peRAEQRAE0feQezxBxInHF1D+9gdlyAYKudcfUdqtHMlEEMTQwcjLxs8t6iUKn4U26CVBEARBEIMXUtoJIk66OaUdCCnuIno4pT2J83OCIAYRRkq0L5A85VplaacFQoIgCIIYMpDSThBx0qNR2o0saWbd4wmCGLoYLdgZyY348lC7xxMEQRAEMTQgpZ0g4kRrafcZzMrJPZ4gCKMFO18wme7xsvBvgiAIgiAGN6S0E0SceHzqybY/IN7XzrvHG7nQEwQxtAkYLOr5k+ge7yf3eIIgCIIYkpDSThBx4hHsaRftT+WVdrJ+EcTJCRMNaS676vukBqIj93iCIAiCGJKQ0k4QcaIPRBfUfQcAXn/ku2TuXyUIYvDAFOr0FPVJq8n0vgmQezxBEARBDElIaSeIOBG5x2uD0wHq89xJaSeIkxOmUGf0ptIeJKWdIAiCIIYijtiXEAQhQuQeHxRa2sk9niBOdphCrXWPNwpgGQ9BUtoJgiAIYkjSr0p7W1sbamtrUVxcjOzs7P4sCjGICQRlbKxtQn27BwWZbswuyYXdJsW87vSxw7D5QHPM+0R4/UFsOdCs+s4fCAr3tPOGNNEEnS+XBEA01Tb7jPz1G/Y1YtPBbniyGjF3/HDTz2aGQFDGhppGrN/XAEDCvPF5mDsuL+l5WHnmgZI2QYgIGijt8e5p59twfnoKgrIMD7cVxyjAXV/03XgR9UsA1FeJQYW2j80Jt+NPahuRjD5nZfzy+oP428e12FjbhG5vANNH5eCsifkDps8nE1bv62pO4GiLByOHpeLM8eJnTdYcgOYSRF/Sb0r722+/jZ///OcoKirCoUOHsHz5clx88cX4/PPPcdddd+HgwYP4yle+gttvvx2SFLsDrF69Gg899BB8Ph/uvPNOXHrppX3wFER/s7qqDstWVqOu1aN8V5TtxpLLSlFRVhT1OpukVqhF94lYvqoaT6+t1QV6+vlrVag62hb13tcqj+K8U4creYjKFe8zGl7/ySbTz2aG1VV1uPOV7Wjp8inf/emDvchJc+LBq6clLQ8rzzxQ0iYII5h7/LbDrarvu31BrK6qs9T2zMiNJW/swIislEj+QRnvVh/r9b4bL6JnyklzAoCqvNRXiYGMeHxUX5NIn7Myfi1fVY2n1tSqDAEf1TTi8Q9rBkSfTyaiegeAxz7QP2uy5gA0lyD6mn7Z097e3o5ly5ZhxYoVWLlyJe677z78+te/htfrxeLFizF16lS8/PLLqKmpwSuvvBIzvc8//xw//elP8d3vfhfPPPMMHn30Uezbt68PnoToT1ZX1eHWFVt0E9djrR7cumILVlfVRb1Oq3Rr7xOxfFU1/rxGr7ADwIbaJnT0+KOWudsbUPIwKhf/fGafkb/HyvVWWV1Vh8UrtugGRiA0sV6cpDx66xl6u34Iwojdx9oBqE+TYFhpe7HkBqPLG0BtQ5fyedX2o73ed+PF6Jlauny68lJfJQYq0cZHLfH0OSvjF5urGG2S6e8+n0xi1Tv/rMmaA9BcgugP+kVp7+jowN13343JkycDAEpLS9Hc3Iw1a9ago6MDd911F8aMGYOf/OQneOmll2Km9+9//xtz5szBNddcg0mTJuH666/H66+/3tuPQfQjgaCMZSurhQMS+27Zymp4/UHD66LdJwoY5/UH8fTa2jhLrGbpGzuw9I3o5Yp2jaisZusk3mB4gaCMpW/siHldonn01jP0dv0QhBGBoIw1e05EvcZM24vWhmNx/5vVMa/pj/Zv9ZmorxIDEbPjoxaz7djK+OX1B/HUGnNzlcHej6zUu9U5VbQ8aS5B9Af94h5fVFSEyy+/HADg8/nwt7/9DfPnz8euXbswY8YMpKamAgAmTZqEmpqamOnt2rUL5557rvJ5+vTpeOyxxyyXKxDQBxEbKLCyDeQy9iUb9jVGtTTJAOpaPfjbx/tiWqRE922oOYG54/JUv/3tY7GF3SoygGNtPTGvi3WNtqxm60T0bGbYsK/RVLkTzaO3nqG362coQHKmd9iwrxGdPcZ1arbtxWrD0ahv98a8Jp72n2ibieeZqK8OboainDE7Pmox246tjF/VdW2mF8EGSz8yajNW6t3qnMoImksMDgaTnDFbxn4NRLdr1y584xvfgNPpxKpVq/D4449j1KhRyu+SJMFms6G1tTVqoLrOzk7VfRkZGaivr7dcnu3bt1u+p68ZDGXsCzYd7DZ13ebdB+NLv+pzuNtSNWm1Glzdv7Cymq0T0bOZus9k+n2RRzzp93b9DCVIziSXZLU9K30wXuJt//G2mUSeifrq4GYoyZnebsdWZMiuhtgLdFbzHyho20xvyMRkyeHBVK9DmaEkZ/pVaZ80aRKeeeYZLF++HPfeey9Gjx4Nl8uluiYlJQUejyeq0m6321X3sXusMm3aNNjt9tgX9gOBQADbt28f0GXsSzxZjcAnm2Jed/qkMVhds9ty+rPKTkW5ZoX09M7auNLqbVhZzdaJ6NnMYDb9vsgjnvR7u36GAiRneodktT0rfTBerLb/RNtMIs90MvfVwcxQlDO93Y6tyJD0ujZLc5XB0I+M2kxvyMRkyeHBUK9DmcEkZ1hZY9GvSrskSSgrK8ODDz6I+fPn4yc/+Qn27NmjuqazsxNOpzNqOtnZ2WhqarJ0jwi73T7gX+xgKGNfMHf8cBRlu3Gs1SN0A5MAFGa78Y0zx+Ev6w4YXmd0n+iItG+cOQ7L396dsIu8BISjOks43mZcrsIY12jLarZO4j3+be744SjMSonpYlaUYB699Qy9XT9DCZIzyWXu+OFIc9nR5TV2gTPTb2K14WjkZ7jQ0BHdApdI3423zcTzTNRXhwZDSc6YHR+1mO1zVsavWSX5eGDVblP9KZE+3x9o24yVerc6pzKC5hKDi6EkZ/olEN3GjRvx0EMPKZ9dLhckScL48eNRWVmpfH/o0CF4vd6YZ7hPmzZNdV91dTVGjBiR7GITAwi7TcKSy0qFvzERueSyUrgcNuW6WKKTv08kaF0OGxadUxJfgTUsvXwqll4evVz8NVpEZTVbJ/EOInabhKWXT415XaJ59NYz9Hb9EIQRdpuEWcW5Ua8x0/b4Nmy1lf7wgokxr+mP9m/1maivEgMRs+OjFrPt2Mr45XLY8J1zzc1VBns/slLvVudU0fI0klkkn4jepF+U9uLiYrz44ov417/+hbq6Ovz2t7/FWWedhfPOOw8dHR14+eWXAQB//vOfceaZZyorJG1tbcLN+hdddBFWrVqF3bt3o7OzE8899xzOPvvsPn0mou+pKCvCEwtn6gRjYbYbTyycqZyTya4rzHarrtPKU+19Iu5aUIpbDAbD6SOzkOqM3qVSHDYlD6Ny8c/HrtGKfqOysuvzM1ymrrdKRVkRnlw4Uzk/mWdYmhNPJimPJwR5JOMZWNrpLvWqa7LqhyCMOCUntLcxI0Xv4ParK8tMtz3Whvkz2EWkOu0YkRm55swJ+b3ed+PFSBbmpDl7RQ4QRG8QbXzUEk+fY/0kzcT4FW2uEm/+A5VY9c4/a7LmSBE5rJZZJJ+I3qRf3OMLCgrw6KOP4oEHHsBDDz2Es88+Gw8//DAcDgd++ctf4rbbbsPDDz8Mm82G5557Trlv1qxZeO211zBlyhRVepMnT8aNN96IL3/5y0hJScHYsWPx9a9/va8fi+gHKsqKMGbYLtQ2hs4j/ueiuZhdkqtT5CvKijC/tBDj714FAHDZbahadhFOvfdtAMDccbl4/ua5plZG71pQih1H2/DR3kacNT4PR1q6sb+xC98+ZxyOtXqw/O1dOHVEBhw2CdV17ap755TkqoS5tlxGz5jisMETPt/Z6Bn564eluXDtUxsAAA9dXYavnDEmaau+ojIX56Xhv7edn9Q87JKERc9tBgA8dcPpuHDKiKSkX1FWhA37mvDXj/dj9LBUPPyVGVHrkyCSQTC8r+aW88bhjLG5qG/34I6XtsHjD+KsCfmW0qooK8Ks4lyc/sv3AAB3XjwZT/5vL1q6/chNd6Kp04cfXDgB/9wYCcTpDwaVvnvFn9ai6mhINi06pwR3Xjyl39u/Vq6UFmVh5Q9Ci+/su7kluXh+kTk5TRD9QUVZEb44ZQQm3PO28t13zinBU9xxsSu+PRvzxufH1Y4ryoqwZs8J/OOTQwCizwfuWlCKmvoOvLfrBCaPyMCeEx0IBIGHvjwNXzl99JDqR0x+TFuyGl2+0FwpO9WBx68/HXPH5ametaKsCCOy3Ljq8Y8BAI9+rRyXTD/Fcn1UlBXh3FOHo/S+dwAMHFlKDF36bU/7WWedhbfeekv3/YUXXoh3330XO3bswIwZMzBs2DDlt927jQNr/PjHP8Zll12G48ePY9asWbqAdsTQRZIiAnLeeOOgH7wglaSQuzsjPyPFkqD1+kMT8K/PGYsXNh3E/sYu+AOyst99+qgcOO02ndIu2v9klK8sy8qzeQNB5ftoz6iUj7t+cmFm0gcRbWqZbmfyByruvZaNzE5q+kE59CZSnHZT9UkQiRIItzmHzaa0ufte3wGPPwh/HIEy+D4+pSgLDrsdgB+n5KSiqdMHAPAHIumyv+02CdlpkfFx1LC0ATPJ5MuRnaqXKXkW5TRB9Afa/jwiWx1BfI5GibSKwxaZu8Qav3rC/f47543Hb9/9HIebuzFxRPLnBAMBuy104hQQko256SmGC6Jef0R+Th+Vk5T6GJM7cGQpMTTp10B0RgwfPhznn3++5fsmTJiACRMmJL9AxMAmDhkpA/Bxk15e8TeDxx/appHqssFpDw2ggaAMfzhNp12CXeApH7AwOQ8EZTjsoXJZndN7fJFn4yf3yaLHn/w0tfi5cnt8yT1nk02qkp0uQRjBLO28XHCEJ3j+oPX+xPfxYFBW0khx2LnvOKWd+5uXQ4OpD8iWw+8RRN/T41P355YudQBIf0CGM4G4WDYL8xVWFrfTrmzN6ezxx5/5AIef17HFeREebg4TiHJd7Pxk4d8E0Rv0y552gkgm8axryrKsmqzKFoV2dzgKtNthVybevmAQvmDEmiYaWEVKu1He8VjflPJxz9YbA0l3H0z0fdzzJzu/QICUdqJvYRNDXi6wRTl/HH20m4tEH1owDKXhCq8KBGX1whf/N79G0Bd9OR5IQScGK9o+1axR2n1xLNLxWLHmsrKkOu1IPwmUdqPFSS28/AwmMNdSydgE3ytBxGJAWtoJorcJympLldWFVmZpT3HaFUu7PyAjEBbaDrskTFO08ms0XiSitPPKqLcXrOJ9oewGgrylPbnPwCZNyU6XIIwIKJZ2TmkPu7nG09eZDAJCCwJswsi2/QRlWbUYwC/e8ZalgdoHRPIzAYMYQfQZ2vGxucun+hxIcCHdigc2K0uK06ZY2ts9Q1Npl2VZpahHkxc9GvkZL3x+Wg8Lgkg2ZGknBj1WXdsBvaWdF+BmYBPdVKddmYT7OWuXwyaZtrQbrQb7E3Br722lvU8s7QFesUiypZ3c44k+hi3Y8Uq7U7G0x+Mer7YUKZZ2prRr3OMDQ8E9npR2YhCgHR+17vGJWtqtuMfzlvah7h6vXfyM6h7vU3sqxUtvegQShBZS2olBTzzu8SFLe0TAWrU2eZh7vNPGubgGFUXTYbcJV8OtKO2JuLV7VO7xvW9pjzY4xou/F5V2lrY/KPdK/RCEFj4QHIP9HU9f5/uEn1PQI5Z2tbsmrygMBqVdVCPkMk8MBnSW9k61pT2e7TA8Ngumdg+3pz09JbSRvtM7MPt8omjr1ax7fCJKuzr2Ds0liN6FlHbipIUXsFZXSCOB6Oxwci6ubJLstEnCfWciNywj16xEBpLeDkSnHZx6Y+LPu8cnewXbr3K9H5oTGGJgoVjaJd7SzmRHYoHoeG+aFBYYU5ZViwH8hHYwKO0iyNJODAa046MoEF0iWHGP71FZ2kPnmA9V93itHI02hVIFokvE0s4bFyx6bBKEVUhpJwY9cXjHA1ArglYmrrxF3e2ww84Fk/Ir+1ZtQrd9kf5sbGnXX+wShaQX0N3He9p7Y4VZ7R6f3PT5SRO5tBF9AevnvJVM8dKJY9LIW4r4hTlmade63POLYLxnzGBq/6SzE4OBWHvaEw1YxrvHxwqixvp3KHp82NI+VN3jNYsh0QIMqwLRJWlPu2eIejAQAwdS2olBjxSXg7x6YLUyceVXaN1OO5zcsU1souywS8LVcNEAazToiiby/NnyUcvoE0/ok4VeaU/+YOXvVUs7BY8h+hY2n+Qt7XZbJIilVXirTg/XP5iM0C7W+Qwt7QO0/ZOGTgxStOOhdvxKJMgsoFbao+2P9wWCSl5up23IR4/X1kW0AHOqQJ4JiEDeuEKWdqK3IaWdOGnhB1Irihu/QpvisMERtn77ApFgUKFz2hNzjxcFp4pLae+DQHS9Ya1TK9bkHk8MbiLntHPu8bZEAtFF7unh3eOZ0q5Jk2/zgcFqaSdFnhgExOpTicZR4ZX2aAt+/NjmdtqR4Q5Hjx+iSru2LqJ5IXiStaedD0RHlnail6Ej34gBQyAoY2NtE+rbPSjIdGN2Sa5Y8Q3K2FDTiHU1J3C4qQsHmzqV317ZfBhFOanKveza9fsaoA1Z18UNXE2dPVi3twFzx+XFPAOVrVI7bBI+qW0CpJDQ3n2sTZk8Owzc4xvae/Cbd3Zj3vg8zCrOxabaJvx313FhPsvf3okpRVmYU5zLfRs50kRUV+x5Nx9oVu7wJKi083UYlIHsVCc+qW1UXdPlDeCjPScwb3y+pTNkRXkAEuaNz1MtNvxz40HsONKKq2eOwpkT4suDx8elvbG2CeOGZyScJjH4YO1u7d56bD/chrQUO2YX5+EbZxabXiATpWnUN4GIe3wgKKPTG5IlO+va8KWphQDE/VqUx+fH25XP/OScpb/nWLvqnuq6Nlw+Q4bdJqkms8dau7G+phGnjx2GT2oa8fLWw+jyBjCrOFepB7OyOVYdaK/R9vm54/KU30VB5xo7PPjNO7tU1/d2v/X6g3hu/X4caOrC2Nw03DAv/rZBDH28/iDeqxaP6Yy/fbwfBZnuuNswv0vu9+99jhSHXZhWZ09ELmw92Ax3+Mb9DZ1YX9MYsx8PNrTKt9EiXyAo42Bjl/I52qJpLFnGbzs63ByRpZsPNJuWl/HkbVUmE0MDSY626eMkIRAIoLKyEuXl5bDb7f1dHCGDoYyJsLqqDstWVqOu1aN8V5TtxpLLSlFRVqS67s5XtqNFs0dMS1G2G5fPKMK/Pj1seG2ay44uzcpoTpoTD149TZWntpz3vlaFho5IYBkJek/Or80ajcJsN37/3p6o5YyHnLRQMBn+uaI9r9tpw++vLTd8pmiYrW++bNHqz0oediniUsyT7rLjka/OiOt5WH4/+OdWlbuwqK2djAx1OcMTrW1LEvCdc0pw14JSy2kaybG/rNuPjbVNeOzrM2G3QXedUb8WyUDtvRkpdnT0BGCTQnKto0ds8WH9857XqtDY4RVewyNJwBenFKDqSJuhbNa2GTOy3Kjuc9KcyndnjB2Gl249EwBQfOdbUZ+nt/rt8lXVeHptrSqglU0CFsXRNogIQ1XOiNpLLOJpw//vha14vfJo1LRWV9Xh56/vwIn2HuV3SVIrsoNp3DPTZvad6MAFj3yofE5z2VH9iwrVNSL5lJvmwgNXl+nqwYwse/S/e/Dbdz9X3WeT1EHw4qnnaHkD+vFjML3LvmIwyRmzZSWlHYPjxQ6GMsbL6qo63Lpii07xZWuGTyycqQxCi1ds6ZMyPRnO00w5jbh8ehHe2FaX/MLFieiZopFIfZvNqy/y0OZnpq2drAxlOcNjtt3dcq555SxW2yoZno59Jzpxy7nj8NSafabkiEgGWpFBvQVfrvlTCpQ28+7O+pj9C4CpumdKu5l3FY8siMXyVdX485paw9+ttA1CzVCUM7HaSyySOWbecm4JnlpTG1NODKZxz0yb+fx4O770uzXKZ7fThl33X6x8jiY/JajrwcxcATAny6zWc7S8jd7pYHqXfcVgkjNmy0o+XkS/EgjKWLay2uBM3hDLVlbD6w9i6Rs7+qxcy1ZWq1ytopXTiPd31ye/YAmgfaZoBIJyQvVtJq++yEObn5m2lsj+NmLgY6XdPb221lRMCDNt61BTyB3zxU8PmZYjWhloVQb1FqL+YqYOlr6xA0teN1f3QVk2/a6S3W+9/iCeXhtdATPbNoihj5n2EotkjplPr42tsANDb9zT72mP/G1mDsfqwawsW/pGtalyWalnM3knmgcxeCGlnehXNtY2qVx8tMgA6lo9eG79fhxr6zG8LtnUtXqwsbZJ+RyrnCKMXFT7C+0zRWNjbVNC9W0mr77IQ5ufmbZmJU1i8GGl3QVl4Ln1+02lGattse0Y2uOfYsHLQKsyqDdh5dq0P9RfNu2PXQfH2npwvN1c3Xf0+E2/q2T32+fW74/p4my2bRBDHzPtJRbJHDOtlGUojXss2Cbb2s0f5WZl/Ddz7bG2HhxrMy+PzdZzPHNNq3kQgxdS2ol+pb7dnHA60NQV+6Ikw5fNbDkHOmafIxnPGyuNvsgjnmuHyrsmxFh9v2ZkT1+0mf6QgWaoDyvh9SaVcbP4AnKv9G8zmK3rgfpOiL4lWe2gL8bM/ki7r2ALoyxQJK+0Wxn/+7Oe+3peRAwuKHo80a8UZLpNXTc2N62XS6KHL5vZcg50zD5HMp43Vhp9kUc81w6Vd02Isfp+zcievmgz/SEDzVCQmQK0hf9PIg5b7/RvM5it64H6Toi+JVntoC/GzP5Iu69gbuEuuw0eXxBBGZBlGZIkDZjxf6DNi4jBBVnaiX5ldkkuirLdMDqoQkIoKuYN84pRmJXcSWE0irJDR2gwYpVTRGbKwAp8oX2maMwuyU2ovs3k1Rd5aPMz09aspEkMPqy0O5sE3DCv2FSasdqWI+yzmZvusiRHeBloVQb1Jqxcs8JHUs4qjl0HhVkpGGFSuc9IcZh+V8nutzfMK0as05PMtg1i6GOmvcQimWOmTdIecGvMUBr32NFtLkdk7sWM7VbGfzPXFmaloDDLvHJstp7jmWtazYMYvJDSTvQrdpukHGGhFVLs85LLSuFy2LD08ql9Vq4ll5Wqzrzky2mWi6cNrAie2meKht0mJVTfZvLqizy0+Rm9Q76t0VmnQxsr7W7ROSWmzuQ2I8fyMlwAgJvOLBZeJ0IrA43y6GtE/cVMHSy9fCqWXWGyz0uS6XeV7H7rctiw6JySqNeYbRvE0MdMe4lFMsdMs2UZauOeL2xpT+H6JXORjyafGKwezMwVll4+FUsvNzcntFLPZvJONA9i8EIjDtHvVJQV4YmFMzFCs4JcmO1WHV9RUVaEJxfOVM4zjkZRthu3nFsS9VqHQLANS3MaHr3Cypmdqk5TEsjHH144AVNPyY5ZzngQPVO053XapbiORGL1nZFifhdNtPqLlkemW5+H0biTnmKP+4gn9g61aWvbGjG0iSVLJMn6kV6sbRVmq60vrG2lOkPWnzPH5wmvE5VFJANF97rsoQZdlOVGlqAvMVj/FMk+EZIEzC8t0PVPo/4Sqw4qyoqi9vlhXB0wC1m0PmlV3ljhrgWluOVcvfJji6NtEEMf1l6sqkvxjJlfnFIQNa27FpTiiYUzdbJgqI97EUt7RLUJcPvajeRTTqpTVw/sWq0CrJVl188ZE7NcVuuZ5a2dexVmu/Hkwpl4cuFMpLrsut+G0rskxNCedmJAUFFWhFnFuTj9l+8BAG4+uwR3LZiiE5gVZUWYX1qIqfe9DY9fxgWT8tHjl7GuplG55qdfOhW3nj8BdpuE2yum4JJH12DXsQ5dnmeOz8OaPQ3K599cMwNXnTYy6iplRVkRGjq8uPe1KpSNzMI9C0rh9QXwjb9uQlGWGzYbcKTFg3nj8rH3hDrPOy+ejAff3oVMtx1PLjwDs4pzceq9bwvzuWhqAd7ZUY9Up4SffHESfvX2LgBAfoYLn9z9RYy/e5Vy7T8XzcXsklzleW/4vw34eF8TctOdaOr0YW5JbtyCvKKsCHkZKbjmyfXC36+YXoS1exvQ1OXDXRWTcfO54yyv8laUFWFkThou+9NHoWfMdOEP156G59bvx+odx1ExtQBr9zSi0xvA7V86FbeE3228VJQVIcvtQEu3HwBw0dQRePz602l1+iSDyZJJ96yCXwZGD0vFoeZujMtPw+ofnReXFZWlyfpneoodH91xAew2Cb9atRMAYLNJynXffHYj1uxpwHWzRuOXV03DjKXvoMMbOnWC79eiPM5+6H0lyvDkwkxsO9KGnHQXfvjFCbjrlSpd2eaOy8XzN88Np7dV9ds/bp6DupZu3PbSNuW7WcXD8PzNc+Fy2PCH9z7H797bA7tNwopvzxGWy6gOTslxY+3tF6iurygrwpjcdCx4dC0AYHhmCn5/bTnmjstTyTYgtCdVy9jcNDxw9TTMHZfXq/32rgWlqDrSinU1oWjMF5eNwB++NpMs7ISQuxaUwh+U8cxH+1FalImrThuJCfkZeH3bUXR5A9hX3469DZGgdXcvmIxvn219zBybl6777oGrynDtrDFKWhVlRaht6MRDq3djVvEw/GT+JIwfno7ZD/wXALDi27Mxb3z+kBr3/AJLu1Z8MPl0zkPv42hYft5x8SRDQ01J3m7sPdEJQCyTJxdmKn9LAP6xaC5+9+4ubNzfYniPGSrKirD9SCse+6BGmM571cfx0pYjCeVBDD5o5CEGDN5A5FDN0blphgLIbpMgSaGmu+yKaXh+0VzV75MKs1Qum1mpLmE6Hs0Zu6eNyTEl9Ji71ehhaZg3Pg8ZYcu702FT9lI57JJuVXtOeJ9RisOBsybkR534XXN6aPU2xenA1FERi32Kw64r47zxearnzQ8HIWHBcXwJnkVjE7kShLlkxikoykkFAEwqyox70LBxVZGfnoKzJuSDvZ5zTx2BkuGhScqUkdlJGZi4poZhaS4a7E5S7DZJcZW56ayQVTU/052QUsa3pWAw8pmdGWyXIn11RHhP5Oi8tLBci9zL92tRHny/7PGH+rjDJsFpF8fSyEhxKukFNDPZ2SW5kDR5TSjIUOqhJ9wZA0HZ1OSQ/z3L7RRez4uV4RmhPs9fx0oo0NlRnJ+uu763YHULAHNK8khhJ6LCIphfOGUEFp07Hl8oHYHff+00PHXjGRg/IlN1bdkp8Y1nQUGnmDZSP39h/fbUEZmYNz4PKdxe7zm9vODVH/g10eMBcV3ZbRLcTn7fu3E92GzRZbKfm1/JCC2O+rj5RTQ5HotAlHT4I+kTyYMYXNDoQwwYPJyk8/iin3HOzuMUCSp/QK2Miyw1ANCjycPoOi1sUHbYQ93H7Qz97/EF4Avn7dBMqgEgPezqpM1XhDM86PgDsjLZN1tGNkilhAclr2ZxwirR8nQ77Uo9+APxLw7wWbA6DIQf3GGXFEUnmOhhuGH4gbbbxPsghiayLCttIdNC/zQLvxDJIhvzMouJCJOiRwXfbnv8ob8ddglOu3jyxq6RZVmXX1DW91+1PI78zdIxi9Munmbwk2nRxJqhXWCIdX2y8XDP60+S/CGGLmzuwiuFDIemL8TbmkTjoC+oH+dZv1XKwomGPuxCfQabF/IyJ2DQZ3kZIpIxDCnGhget3AzKic+5ImlH0tHOw3yB5ORBDC5IaScGDN3eyOQomiIlyzKnOOsFqtaybDTP0uZhVgYyQeoMT77ZgOjxBRQB7rTbFEWTwZR2M0oim3j7AkHVgGJmzqgo7WHFP1HhHi1Lt9Ou1INfMGkwnQeXCZsYs/+ddklZ7TYagK3ClzXWAhExdOGVMLbHOpmLOHx7Zf2YX8xjf5tdMOTh2y2bJDptNjhs6mE9Lbz3kclXUR8KyrJu0s+nz9cJL6fNYGQB4rOL1q9FCnqy5IAZ+Of1JbAwSZwcdGsVZQ6npi/EqziLmr9o0Zz1YRZPg5+SyHEvGQxcWB2oA9GJr1XNq6LIkyiOhgD0iyWBoKx4OCQKPz5pZU9fykBi4EBKOzFg4C0avGVHCy+rnDZ9Ew5ohKiRVaazJ2DqOi1MkLIFg1RFaQ+qftMK+7Twdf6gHFORZoNOICirBhQzZWSPn5okS3u0AS3VGXHXT8QKxT8XG3gjXguRBZBkWdjUlnZasT5Z4Sc+GWGlPZrsSQTWj0SWdqtdR5ZljaU94pWiXcgclhbaHsTkq8iqJMv6SaAqfe5v7baiWBhZ/mNausLfiX7qywkr3x60YwtBaNEqyjx6S3t87Vg0DooWzSNW/1C+fE8cypZ2l2pPu4Gl3eSioRRDaw/oLO1y8iztQV72aC3tQ/AFEjEhpZ0YMHi8vNJubM3hFV67yNKuEWZGg1O7x6f6bFppD7DJN3OPDyvHgSC8zE1V4x5vk6CK9hnLusvcu/xBWaVgWrG08+VKhOiWdlukrIm4x3N/s4GKDVIOG29pjzsLhUBQ7R5MlvaTF16WZFjwhIkHppjy83ZJsbRbS8sbCKruYUq73SbpIsOzqPRM+RTpnTIi3ktMbHlUiro52aykxxVOa/lnBE1auow8A/oKfjsATZSJWGgVZR6t9128a09CpT2Kpd2tWNqH9r5nH+fpyDBSyHkZFU2exKoxrWdnyNKenDGEf6daiz6v0MfjqUUMTkhpJwYMZieGvBIrsrRrBy8jgdbR41d9NmtEieybUlva+TQdNpvKouaw2VQuW7GsefxKMb9qa2VPu0txj09MoEcb0EJ72iOu/MnII2JpZ14LEUt7tL1nZtFaJJK5h5kYXPCyIlOxtPeS0q5Z7AMiRzBZVUK18kNxj7fbdNY8Zmlnbt4ii1xoT3voe7a3n89DtXXJhHs8v1Ao2sIUypPr84KJtSy4Ltr1vQX/vIlsASJODqLtade25XiVLVEzFLXNbq3SHqUsQwGmoLvs1tzjo8kTgzXHyL0BrTKdPPd4fu6mndeqFHpaTDxpIKWdGDCYDUTnjzEh1A5eRvKYfW914qy4wIeluWj/lNY93mYLrXLzQeuiwQ86/KqtKff48CXJco+PlqXbaVcse4lMpGXBAOrnA9EplvbEB0Pt4EeB6E5emPVCkoA0FwtE1zuKmWJp5wQDC3JkdfKulR9eLgCmdt8ss7QzOSLqQkE+IJ+bWebF25XMWJH4643OhOfFhcjSzqpEWN4+UtplWVZtB6BAdEQsWNsXucdr20+8rUm0eC22tKv31/Pef0NQZ49sqePmDEZzJv5VRHWPjxWIThtDKZg893h+8VO7OOATBDklhj6ktBMDBrOB6HghKZoQ6qN5Rhdo6eHJunn3+MjAAISOBEnRHAPksNlUAySbqPNB66LBW9r5VVtr7vGhNHpTaU912ZXFi8SU9sjfrH7Ze3TYeKU97iwi6WvK2Vt7mImBD5vsOG021XaS3pgEsTR5yw0TX1ZzM5If/GSVobW0C/e0ByP9LSNF73GgDkQXu7+Y8VbgFe9oHjTCQHR9pHH4ArKqLSSyBYg4OWB9JUXgHq/zRkume7xAZnVHDUQ39GB1EDoSM/Sd0bxO5R6fQCA6rUwIyMmztKu9fPRu+AzRyQHE0ISUdmLAYDYQXWRPuSTco2XW0s5IS7GHrzM3jPk4ZZKhdYXTTp7Znmy3IxK0Lhq8pd2rUtpjl5EJc5ZXotHjo7rHO2zK4oV2JdhaHpG/fYqlPeLREDnrOvGpRrSAW8TJBS9LeMtYoi7youBrrB+pA9HFF2DRqM06bCL3+LDl3B+ELMuGe8SZ3MwQRNH3GPxtBH+N0WIer3hHEx3i6PExi5AUPBqvgkRkHHFyEC0QnW7rXpyqs0hciMb5nij764fiPujIyT4Ro4mhe7zJRcNYe9p1882gWMbGA+/VpG07/F56bTA8YuhCSjsxYDBraefPQhf/bm3fGBtczcpZJUAaNznWDoqhQSPymU3UWTC6WIpiaEEi9LfKHdVEGdnjspX+3gxE57DbIu7xCZ3Tzk/gw0o7G4DtkaB+SdnTrqkPCkR38sK7U/LeMoku5LgEZ5Mr57Tz7vFxntNutOgnOqc9O2xpDwRDweaYEszLpyB3jGaGYE+7kdXdCP4aI7nAP7NIMWcKjfCc9j5yB/Vo9u+TezwRi2h72vWu1PHlIVIKRd+drJZ2BzdnMJIVsbbnKMQwteuOYkviYojquMkosXjI0n7y4OjvAhAEELImr9vboHyurW/Hb97ZjXnj8zB3XJ7KOqW4tNptqs+MHn8A62sacay1G02dXrR0eQ3ztUsRS3asiWAgKGNjbRP2nmhX7mXfaxcGPj3QhCAnzNk+J6Ywbj3YjNPHDjPMS5ZDir83EFTtsRVNbtftacD6fQ0AJMwbn6fs++YD0X28twFzxuUBADbWNqG+3YOCTDdml+QanqMcLU/G+ppG5f59JzrweuUR0+mq84j8HQjK8AeC6PCEgvrtPNYOmxS6YPexNvzmnV3Ks7K2wd5NtOdi1+w+3qb6vqvHj/U1jZhdkgsA+HhPA17acgiHm7vhdtoxY1QOzpqYr2uHxOCHlyUyQuco+4Iynl23D0EZONrcDSBkES/KcSMn1YU2jw+Spv2xtDbUNGL9vgaV9WXdngYEgkGljX96oBkXTS0MLcwhujXIiC5NEE1Gc4dXtwfzRLtH+fux/32Ojz9vAqBVmiPxItLDnkftHh9+885uzCnJRWtX5KSNj2sakJ+RErWPfVLbGClTpxdefxCbapuwruYEjrZ4MHJYqhLwDggtpEXkGMLlk3XlZLR5vHh49U4lrTPH907/1B4Lmqy9qsTQJBCUlWC0u+racOqITFWb9AUCuuvjQTQma9tmICijJdxv99R3YM64PJVsGAqGdn7cz09PQe2JTgBAQ0cPpPCyhPGedrGlnZfjgISObp/g7hBefxDVR1tU363aXqcro2iOcvrYYdh8oNlwzhIIymjo7FHlxf/Wwsnk3orDQgw8JHko+shYJBAIoLKyEuXl5bDb9aujA4HBUMZ4Wb6qGk+vrTWcuOakOfHg1dNQUVYEANhb344v/nYNslOdeOjL07BsZTXqWiMTUwnxrSL/6IsT8aMvnir8bXVVnS6fzBQHvj5nNP716WGVADUqh01ST86Lst2q9HhGZKWgudMHbyCI739hAv70wV4AoRXznfdXoPjOtwyfw2GT4A/KyHI70OaJTO5ZQCq+rEXZbiy5rFSpWxG/fmcXHvugxvB3l8OmmzCYSZfn45oGfP3pT5TPhVluHGuL1I3TLgkjpOakOXHtGaPwxmd1qrrU5i96f6K0urwBw4m5th0ORYaynBFRfbQNCx5diyy3A+kpjqjtQwRrEwBw5yvbhXIg2n2f7m/G/31Ui1vOG4e7Lp6CaUveQXt40r//wUuE966uqsNdr2xHs0FemW4H2j1ipd6IjXdfiMf/V4O/frwfLrvNlHcO62PzpxSgsrISx52FuP+tXcI6jEcm2yXgsetnYsboHMxb/n7M65PdP1dX1eHe16rQ0BFZ9E112vC7a8uHtAzoC4ainBGNMfw4tLqqDj/8Z6Wqbw1Lc2J5HG326sfXYcvBFtV3WW4HHv7KdCUvUVnuuWQKvv+PrQCAz+77ErLDc4LBgLbNxBrTmcz54KfnoyQ/Xff71PtWozNsyV583njcefFkrK6qiyrHeZkca97KKMp24/IZRbo5img+yLcV7bPlZ7jwyyvLAED32/DMFNx/xVSSSxoGk5wxW1Zyjyf6leWrqvHnNdEFX0uXD4tXbMHqqtAKJlPegrKMW1ds0QnteFehfv/eHiUPntVVdcJ82nv8+POaWkMBry2H9hmPRVEQ6tt6lMHdavR45iLWppm4t3T5dGU91urBrVzdalldVRdVYQfE1qdY6WrRPhavsAPGR5q0dPnw5zW1unfD52/0/kRpRbOkadshMfhhFvE2j9+ywg5E2sTiFVtMK+z8fQeaugCYt3qxtmyksAOwrLADwE///Rn2NXQAML+dpi7cx97ZcQwbDnvwvX9UGtZhPDI5IAOLV2zB+zvrTV2fzP7J6plX2AGg2xe0JNeIkwOjMYaNQ8tXVePWFVt0fau5y2e5Pa2uqtMp7EBIhvF5icryg7DCDsS/n34gYGZMZ0/3v91i+aH27gtidVVdTDnO3pOZeSujrtUjnKOI5oPR3l9Dh1cZa7S/nWjvIbl0kkBKO9FveP1BPL221vT1y1ZWh12nQ9Kus8ef9GGH5cEIBGUsW1ndK8NbtDT53/j9obKc3OM9WEra5wYiz57sdIXXJ7mCWXJL39iBpW8k9/2ZfSZi4JOsKL/x8nFNyB3cjMNbb8qiNXsasHFfY+wLBfzizZ34S2Vbr6kAf/jvHkvXJ9o/zdQzyQCCEa29yOF/T6+tTUp7ijUmR8tL+91g9bG1Kgcf/6BGHAOAqwBfQMbSN3bETGvZymp0ewOW5q1mMdtWokFyaehDSjvRbzy3fr+lvZx1rR5srG1SrGO9IZtYHoyNtU1xWeCSyZGmbuXvoCyrypcMZOifG0j82Y3SFWE1erbZ/I+19eis9oli9pmIgU/VkdZ+zZ/tmTYjy3pbFnn81vsg62ON3b23+FHf3hP7Io5E+2eserYi14ihj5l+Ga1/W2lPychL9PdgYtN+a3LwREePsG75hdK61m4ca4stZ+paPXhgVXWvzD0Z8aZNcunkgJR2ot9grqFWqG/39HoE33oucBP/d3/RzgWdCspyr5VJm26y8jGTTm8o7b3JQGgXROI0dlhTCHsLYfR0zXfU5syTSF2ZvZfeBwH07TiZzDY3WMNZWV3EC92jrzd+GqkNOBmN/Y3W5619CcmloQ0p7US/MTY3zfI9BZnuhM8dN5OH6O/+gj89Kij3Xpm06SYrHzPpDLbpw0BoF0TiZLgHRiAm0fxZuzhJbc48idSV2XvpfRBA346TyWxzg23MZRRkpsRxj77eeDfyFME59kYU51mft/YlJJeGNqS0E/3GDfOKYeWEnqLs0LEYyjnpNu3hRonD8mDMLslFUbY76flYId2lPplxVrHxUXHxIEH/3EDk2ZOdrojeWPWXABRmpaAwK7nvz+wzEQOfCcP1UYX7kozw8Wqi9q8937y3ZZHLbj1l1sfyUntvKjE8w9okPdH+Gauercg1Yuhjpl/aJCSlPZkZk2PlxRikhnbMKrYmB/MzXLq61crbvHQXCrNiy5mibDfuXlBqad5qlWjvLxokl04OSGkn+g2Xw4ZF55SYvn7JZaWw2yRlMluUExq8kik/WR4Mu03CkstKk55PrPT437yaybtNSl5JWEra5wbUz57MdEUkewLBclx6+VQsvTy+ZzDC7DMRAx+DQwn6jHMnDgcgtnr5gmqPokT6YyzOHJ+HyYWZcd1736VT8K3yrF5bTLjl/HGWrk+0f5qpZ5IBBCNae5HC/9g8x6jFmG1Psdomn5foN57BGj3eqhz89tnjdHWr3WEpy6G5QiyWXFaKVJfd0rzVLGbbSrTfSC4NfUhpJ/qVuxaU4pZzS6IKqGFpTjy5cKZyBiVzj89LT8ETC2eiMAFrMM+ic0qE51xWlBXhiYUzMUKTz7A0J245t0Q5/1yL9pm0srQgyspuYbYbo3JSAaiPfAPUUU9FsHxyNeXKSXPCoSlEYbYbT3B1q6WirAjfPjv6AOUWuJbFSleLdhDNz3CpPrscYlHF3oHW+sDnz96fNk0tovrR5vWkhWciBj5sAXBCQUZcXiWsTTy5cCayUx2xb9DcN3FESFEW7WkPCFYUWFtOcxmf42okj6LxiyvKMCw9JI+ipc1TFO5jF00txNxRbjz29XIUZonrMJ5ppF0Cnlw4E2eOyzd1fTL7J6vn7FR1XTrtkiW5RpwcsPYyLE09xrBx6K4FpcK5Sk6a03J7qigrwqQRGbrv01PsqryGa9zIWVmUIW5w6uwAIvUdTT+1h40bc8bpLc+ik3IqyorwZAzZyt6TmXkroyjbLZyjaMuubSsjNPPDHG6s0c4dc9NdJJdOEkhpJ/qduxaU4urTTgEAlI/KxqXTCwEAKXYJz988B5/eO18ljNheT6ddQkVZET664wL8c9FcXHPGKADAl6YUmM577rhcTCkKTZxnjM4xvK6irAj//cl5qu8euno67lpQis33zsfz356D754/DleWn4LvfWE8nr95Dj6+8wLl2pL8dOy6/2JcNHUEAODK8lPw+vfONsxv7e1fQF5YydQeSxXtLPHpI7MwLj/k8vv7a2dgmDvUxZddHirnHM516p+L5uKjOy6IKeinj8rWfTe7eBj+8LVy/HPRXNz2pUmq3/LSnabS5dG6q/3lplnKoPb49TPx9dljdPd87wvj8em983HXglJ8dEekriVAl39FWRGevvEM1f1TizKVd/+DCyZg873zcf+VodX2gkwXZo6OPPdTC0/XtUNi8MNOohiRlYKP7rgAp4/Vbz2ZPjLURlIdElK4+dxDX56mtImQfDhfmMfdCyYjzRlqzNfPGa2SacxphjV/XnnXWtoZFWVFWFAWkpHauCBfnz0an97zReWz3Sbh+W/PwakF+m0ALruEzBQ2BZCViewvryjD89+eo0xIv6OxKk0Yni6UHRdNLcR/b1PLSABIddqw+5cXI8URmaU67RIWnxvdgj6hIAMVZUUxg1QOz3QJx4lEqSgrwl0LJqu+m1yYSTKAEFJRVoQHrioDAIzNS9P1EX6uMrEgpHQvubQ0rvaUE14c+OGFEzC/NDTf+fLMUaq8Xlg0FwCQ4rCpyiKFhc4g1tkBhJ6R3zrz/Lfn4LTwmP2dc0swalhISQ4KAhdrZQozhFSUFWH5VdOU70/JdqPslCxh/nctKMX1c0PzkmkjszAsTb9oa7eF5iJsjsIr6rvuv1j5e0phpq6t/OfHalnK2kpFWRHe/uG5qt8e/vI0kksnCf2mtL/33nu48MILUVpaiiuuuAI1NTV45ZVXMGnSJN2/V155JWZ6l112meqee+65pw+egkgWPWGr0uXlI3HnxVNCX0oSzpqQr3P3YUo7+95ukzBvfB5mjglNuIMW7DqlRdnK6nisoPRaZdkZtjDbbRLOmpiP2yum4PdfOw0/u2gyzpqQj2zO4pXisMHlsGFkTmiSXZidCiMvd0kCHHab8nw9PnW+0QLxFWS5lcHYabchNawsTC7MCm0t4B5y3vi8uF2pCrLcuKJ8JOaNz0OKxgqenuK0nK7IXY1xxthhcAr2204syFS1AeVezWejPFxOu2IZHJ2bBrtNUq45bcwwvPK9s5V0po/OIbezIQiztNttof4mCnJ06/kTAQBOhx2SLdLWZ2jbhEHzmFyYBZstpO3ffM54lUxjW11Yu/NxjVS7p52HycvRGqV93PAMlezISHHgrIn5ihWdJ8Vph9PhUPJncsXltOGsifnISAn9NiI7VXVfhttpSXbICHnK8GIrxWHHhBHR3fElpW6iC+aCTLdwnEgK4ayZp0+U9VKCgDfcyEfmpAr7CJurMEupFOdWN9YlJhdmYUpRSFHV9hP2ye20q8oiadIYzPD1e9bEfGSmhuZyp47Igj0sq0XzOu2zqyzv3CsZnpmCYenGHnosnQsmj0B+hsjLSFLNUdzOyKov7z2YlSqYM2k+8sOBTaO50dHsJw/m/fmSyMGDB3H33Xdj6dKlmD17Nu6//37cc889+Pvf/44vfjFiJejq6sKVV16JM844I0pqQHd3Nw4dOoT169fDEZ6EuFzRXWGJgYUnrJimuuyKYOvxBxEMyrBplfbwwOi0qyUXc232G1ioRLidtsjEOYbk82jc1J1ayalN2xER0GwwZ0UOyrLORYvByuMIX+wNmLe0O2w2RYDbJAkOidWJrPrfCqJJs3bfv6oMcQS00lra/UFux50EXRswKlc0/Jp6dHCDaI8vEL6GBTkM1X2q046OHj88PvNHwhCDByYrnDZ1n+Nhi28eX1DVF7Vixkh++INBRSHWbr+ITKBD9/IywUg+hMoSao9aV05FdtgkBIKysnVF1Cd9gaCy4BaUZUU2sDKmOO1o7/GjtcsrzFuEaKHBH5DhCwRVsicQlGPK24j3QdTLotZTojALXIrDBq8/iICFsYU4+WB9g1fORLAQuvHuK2djn02KyC5tP1Bkm6bvK949g97Wrp8XBLhnZr8Jtx5pvuOv4X/y+ILITuMMArKsWmhh8s5plwwMBep8Uhw2dHnNzSW08pGfv2hFXm8fg0wMHPrF0l5TU4PbbrsNCxYsQH5+Pq677jrs3LkTLpcLWVlZyr/XXnsN8+fPx5gxetdYnurqakyaNAm5ubnKvW43HXswmGD7tt1Om2rA07qGA7xipRaSTImPZqHS4nbaowp3nm6NsI2lnPIDCpu027gB1lhpD/3PBtsezSRZVCd8mdhzSFJkkYDlH49wF1WLnRu4tIsX0faFG+ah+ewPBJV8JUjCNK0+ivbZ7TYJqeG21h2uY0W5Ctc9U3q6SWkfkviYLAm/b6egnTFPHO3imZGLpSiPyJYedV9h8kCWQxNCXiZE86hhygGzhjPYxJHlw2SpXbDA6PUHI9bsIDilnd0b+r+5ywcASHdFFlONELn0+4OyTtEPyHJMecuUilhKudXFOyuwiXNKeAHWythCnHwoxodYSrtmW4xVAorSLikLjb6AVslT92clb0RkzmBHqyj7uGdmP5lyjzdYLO32BVQGb21STN7x3k08TK4zjGLziNDKPd4LS2TkIE4O+sXS/oUvfEH1uba2FmPHjlV919PTg7///e948cUXY6a3fft2HDt2DHPnzoXf78cll1yCe+65h6ztgwimELsddrg5webxBZCqsSYpk0utpd1u3dKe6rRHhHsMuefRuKmLXLaN8PnDbrhSRGk3mmxKirUs9HzaSXK0ybzDFlHa7baIsssGAK212QyieuEXJLSLF9pJgrk8jAchSVIvEij3WByotAOb025DSnhyxd5tQKe4sN9JaR+KBDSyRDTx0gaXYkSb+PH4AzKXj1hmBGVZP+k2YWlP1yjtNsVjIPQ/Ux6MFr0isk9WZIP23uawpT0nzYVOb7du8ZLHqA46e9T3BINyTHnLfo91HGSvWtoVpT2sGJGlnYgCW9w1e+53vIoz703H5iHasd1vJHMUS/vgR3uSDi/DtFuPeGRNN+arjpfrHl9AtY0xEJRVYwR//LDR9hxZjizSpDjEizmiXRLaReBANEt7HPM6YnDSL0o7j9frxbPPPoubbrpJ9f3KlSsxffp0jBo1KmYa+/btw+mnn47vf//7aG9vx09/+lP89a9/xXe+8x1LZQkEBu7EnJVtIJcxEdhg57JLkCDDaZfgC8jo8HiR5VYLOq/fDyAUXZivD1t4GIqm1GoJ5RfC7w9Erd+uHp/qsyTLpt+HN5w2yysQCMLnF98rIfRcbKzVRo/3eP2G+djDbrEAIMtBZVLe4wvlz9eN2bIHgvrrbNz92rHKYZMst9OA5p31+CLPGAyKoxT4A8bvS/S916euN5sEJThWV48PgUAA3nBds7bFFpA6w78PdYa6nNGifd8C73guWJsarbww6s/d3ojckOSg6h4pLLOCsqxrn16f3/A9MBfLNJfGihaWSWyRK8VhQyAQMHSpYwuEfk422BBKgymqzZ1hpT3ViSMt3fD41M/Nt5keA9nU2tWj+hyQZfhjtLFAMFRXsa8zL4etwibDLgerp97L62RiqMqZ7p5Q+0+x26I+mzIPCAbjqoMgWzySg4oM8QXUabEx1K4Zj5W8Y8x3BhqiNiNpfudlGJuXiOYJbA6p3Mu9B34u0u0LqFY3fH4/7JKd+xzOT9LPg/h72KIwH/+HL5Ms6/uCz6ctc8Cw3/gG2bvsKwaTnDFbxn5X2v/4xz8iNTUV11xzjer7F154AT/4wQ9MpfGLX/xC9fl73/se/v73v1tW2rdv327p+v5gMJQxHlrbOwEAhw/sQ2X3EThtgC8AVG7fgfpMdTM9cDB0bXtbKyorK5XvDx71AADawmmZof7YYXS094TTPYhKR4PhtVX16olnzd49kBvNHa/k8fpRWVmJhvoOAMDxEydQVd0lvliWUVlZic6OtvC96s5ctXOXYT4tzU3o6QlNsvfV1ICNEXv37cMIXx06u7qVa/m6i8aBA/pytjQ3KvcfPuxR/dbj6TKdNqP2YLfq8+d7a5S/d1RVof64vgwHDh5CpbNRmJ4o/z1H1OXs6mhHmy2U76G646is7MbhI6H3w54v6Au98+rde5Hadsj8Aw1yhqqc0XLwUOh9t7U0o7KyEi1NbbprdlZtg8OmD0K26/PPITdGrPBH28UK6559ByJp7ahCKmeFq6sLyarGxkZs+ewz1X07du5Gz3GxfGHysq3xhOr7o0cOobKyEXIwVBZ/TzcqKyvR3t4qTMfvC8mK3bs/V2TD/tp9SO84jIA39PloY+heeyDUf7p6fML+tX37dtR1iOtgy/Zq1WdZDvXfaHR7elBZWYndGrmrpSt8XW9w8HConoPheuru8fZaXicjQ03OHDjSDgBob2mM2k7a20Ny5sDBA6i0nTC8zoiOztB4uH9/LY53huYHDU3Nqjx3hftNwKvuH3LYzFxVvQMn0vtdBbAM32a83ohsqKysVOrlwP5aeLpD8mvP3hpkdh5WpdHqUc+pmlsic8n9ByNzjW6vX3lXALC18jOV/G5oagYAHDt6BN1d6jmMcs9nn0XiDngjcxD+nXR0dOjaS32nuowHDx9BZWVIFjd1q3/bd+AgKu3Gc9eTnaEkZ/q1x65fvx7PP/88XnzxRTidkcnJgQMHcPDgQZx55plxpZubm4v6+nrL902bNg12u7kzavuaQCCA7du3D+gyJoL87v8ABDBtyiTMGJ2D9Lc/QJevB8XjT0Wp5siNje21wGe7MTwvF+Xl05XvW9NOAOs2w5WSCkBtFTfi1HEl+LyjDjhaj1NGjUJ5uXH8hOZd9QCalc9TSydjUowIyPj3agBAABLKy8vxUXMNUL0HObl5OPXUscA7ekHrsNtQXl6OvF2VwJFj8GtcoYrHTQAgVlazc4bB3tAIoAenTpwI+7YtAIBRo8eivPwU2P+7BkBoUCovL49e9jC7fYeAT3eovisYPhzl5aUAgBOu48D6rZEyZGaYTptxUDoKfLJN+Tx6TDGwrhIAMG1aGXZ4DgE79qjuGal9X+G6BsTPdtR+DPi4UvmcOywHYwozgV17kZGdi/LyMvz3xOdAdQcKR4SeL3fjJ9jX0oyRo8eiPHzM1lBmqMsZLR+31ADb96BgeD7Ky8tQeGQnUHNAdc1pp52G1DffQ7tHrZCOnzAR5dwRcRn1HcDqj3R5DC88BUBo4jezfIayJQMANrXXAtt2I2dYLqaUTgZee1/5bdyECSgfM0ybXIj3PgTQjfHFo4AdkUW84rFjUV4+EmnvfYim7m7kD8tSyRIt7pQUoKsbEyZOhH3rNgBdmHxq6Lnyt24CGhrRAwcAP0aPyMW2+mPwBoHp02dE4nNwbSajsRt4W18HRWPGAWhCmsuueAmMKDoFqNwtfj6EgsmWl5ejq6YR+HCT4XUOp9OyvDHLJ237gG3tyMlMx4HWVkg2e6/ldTIxVOXM64erAXRi9CmFKC8/1fC67M82A8dOYPSoMSgvj+1NqsW9dh2AdkwYPx5pLd3Alh3IyMxStc2OvQ3Ah58iIz1N9b39tXeBQABTppRijOb0iYGMqM2krfkIaAstvJaXl8Px4UcAOjBp4gSk79sNtLShpKQE5ZPVxwDXt3mAlf9TPqdnZCp1VO09CGwOLTL6g0BWVhZQF1pYmVo2DVmpEV0lY9tmACdQMnYMtjYdARoj80PG9GnTFZmf88kGoKVFKS+bs2QK5kwHm7qAVZEFnYIRRSgvHw8AqGv1AG9Gyl90ykiUl6u3GBODS86wssai35T2Q4cO4bbbbsN9992HCRMmqH57++23cf7556sU+Whce+21+P3vf4+iotA5hZWVlTjllFMsl8lutw/4FzsYyhgPbN92mtsJu92u7GP3BqF7Xrafx2m3qX5zhU8OMAoIJSJ0PFl45VSyRa1bzbZMuBwO0+/CFwjCbrcrblKyDMgGx73YJAl2u10XtIoRkI330gdlrn4c9ki0eoTSDKj2ituEUdm1SII96g6u7lOcDsPfTKPdm8a9QofdDocovXA9iRB9r9004bTbkJ4SkjHegAy73Y5guG5d4X7G2mFP+PeThaEqZ7QENLLEJdhzaLfbkeq065R2SSsvJHF/7eH2qrucDti5fs3H5dDKAxnG/Yjtac90q8dIpyN0D9vDnuZyRJUlbN+nZLMpsiFURjtSXaF+3RIORJfLHRvnlyWkaspmt9sNZVpXOGZEeopDUdq1i5FaAmHZLxnUKyMoGCOShYxIJH0gtE/4ZOgXfcVQkzPecKNOT4k+N2DjrmQzHsOiwbqOw26HMyyzArK6H7BNZQ67Og/WRW22OMbpAQDfZvg97fz8xuWwR53XSTb9nFK5RiNvVAFINWn5VXMtg/kcV14+yLKNm1dJELQDTTn492vTzMmCcnzt6GRhKMmZfoke7/F4sHjxYlx44YWYP38+Ojs70dnZqQScWbt2LWbPnq27r62tTej3P2HCBNx333347LPP8Oqrr+LZZ5/Fdddd1+vPQSQPPhAdEIlcLAoApkRFNQhEZ2VPu9sZEbaxAh5py2IlEB3TlVleAVnWHRnFYOOQUUA3bRRrHl9QVp6DD+DG9mbydWM24qgoYJ5qsNQMVvFEc9bewkdpliAJA9FZDUClDfQVOvJN3c5YPdmV6PHqQHXE0CJyZE/4aDSDiZfoCCdt+zNqj7zcMAxWBOgik0cLLsTaY5pLE4hOc1xkJHq8ON9IFGtZdywdu5cp2TlpkQUCo8CMRtHVO8ILHny0+1iR2JVj8GIFouvFMNjaQHQUPZ6IRrfpI99CxB09PtwubTbjU3OMo8cnlvdAQivX+CDF7CeRfIh28oc2wC0/9mvTihw/bByIjs+L39Me7RQOwPgIP1H5rQRfJgY3/aK0f/TRR9i7dy9efPFFzJw5U/l35MgReDwefPbZZzjttNN0982aNQuff/657vs77rgDLpcLN954I/74xz/iZz/7Ga666qq+eBQiSXj8kXPagehRu43OH1WiqFpQ5txOmzJxjaUEas9pF53pHAumfAaDsuFkk63CGy0KRDun3R8IKunaJSly5Fv42fhnNCvohUe+cY+ujU4bz8RWd5SKanVbrHRYDRqtPWPZwUWPZ5Mt5WguTfR4OvJtaKIc2cOirhtMvERHOGkX+YwWq5gMc9ol1Rm/AFQRjrX9xhelgXfHOPItonhHX4zg82eyIXJcnFq+pac4FJmklYVKmQ0WGtrDAbr4c+VjRTxmjx9rEdDqKRJWiCjtzNJOk2PCGNPntIf7XbwtN3JOu2RorOAVSh5bgnkPJIyix/NKtMgYo53r8TJEK2/4c9V1Z6dzp82IjtUMpRf526U5GSkaOsWcGx90Rg468u2koV/c47/4xS9i927jvWxVVVXC743uycrKwmOPPZaUshF9j8cXUITo9sOtGHaqSzmb/MkPa7DlYDPOHJ+PuePyEAjK2HwgtG9oV10bvP6gIghZHPjGjuiBi3g+P95u6si3QFDGzjp1kKpth1pQmOU2XGHVsr6mUVnmDsjGiwRsIDI6OW37kRbDPPad6FCiy8uyrEzW9x5vx6tbDqPDE9nr3+MPgp1mFQjK2FjbhPp2Dwoy3Zhdkht10OPd6rUDZ3OnVzkaxSjdQFDGhppGrN1bj+2H29Dc7VWl8XZVnfK3ZKC0K5a4cB486/Y0YP2+BgAS5pTkwmaT8OkB9X6zvfXtmFeSCyDUDn7zzm4cag4FnmITIaZjvPnZUUCWccO8YktnrRIDD77trdwaamdVR1vh9QeFC3Hr9jTAJ/Dw0irZRv15f0MohoQESXdkkKTIHlmnCH92sBkOm4SGjh4UZLpx+thh2HygGUeau5S8ak60q+6RwnKFWXGau0J9UbtYwOgOy4oPd9crsqHqaCsmFGToJvuHmjphlyT4IGN9TSOuKB+p65dGdfDixoMAgCZONntjLO4FwufW7zwqDqLHX2f4WxS5xn7fUNOIdTUncLTFg6IcN3JSXWjp9qKuxYPDzaF3x9YvfAEZ62saMLskT5jO+n0NCMpAdqoTbR4fJEiYNz4Pc8epr/f6g/jbx7XYtL8ZaU4bSk/JxvAsNwqzIu/ZqMzEwIO9z0/3h8ahA02dur7OY3ROe7T2yv/W1cNObpFgC08q6tt7sL6mUbmHVyjVmbO85Zh5irB6vRWspq3d3ucTPPNrlUdQdaRN1Q+19X6iI1J3WhHW1BmRWUwmsTI2h39z2CUYOV7yyjdf3HV7xXGJlLw0BXm7qg71bR5cPXMURg1TxyKoOtyqlB9Ar70fov+R5Fg+wScBgUAAlZWVKC8vH7D7HgZDGeNhdVUdlryxA8fbIoJRgngV2OWwwRcIqgSuTQIWnVOC08YMw89e2qbbd2oGt9MGjy+Iey+ZgpvPGScs47KV1aHgHxqKst1YclkpKsqKhPctXrFF9V2W24E2jx+XTCvClKJM/OY/es+RTLcDv/7KdPzkxc9Uq7xWyc9wwS0FcLhdnEZBZgp+ccVUANA9H/9cf1+/H/e9rg5E993zx+P2islYXVWHn/57Gzp61PWek+bEtWeMwhuf1enSvXxGEf716WFlr2wsfvfVGejwBvDz19SLeXddPBlj89IM300iXD6jCEXZbjy1plbVFll7u2tBaVLzGygMVTnDWF1Vhztf2S5se5IEzBo7DBv364MJiRiW5sLyq8uUvr/lYDOufvzjqPdo5cXfPt6PJW/swMwxOdhT3xFVftmk2N4l6S47nA6b6vly0pzo8gaieuho4QPGxXqW+VMKlDazcX8Lrnt6g6k8LpxcgP/uMg4Ym+l2ICPFEbNvZ7od2L70It33IrnN13+0thALq+nkpDnx4NXTUFFWhOWrqnVyhUf7nqONMYOVoSRnjN5nusuOR746Q/jevvP3T/Gf6uP41VVluH5OKIBYtPYK6MdoALiivAhrPm9AM9f22D3dvgB+/K/PcM7EfDz37TnK79OXvoM2jx//ve087DneHrWPaInVpxIhVtqiNnPV4+uw9WALAGD/g5dg5v3voqnTi/suLcUDq6p1J36wfji5MAvn/+Z/ujIUZbsxNjcNGzRGAMavrizDnz7Yq3sP3z1/PD7acwLbjuhPH3nkmhn48umjsLqqDj96oVLxKuWZNy4P//zOXNV3VUdacekf9UE9gZDnl8j7j21hahG0h6EkP8wymOSM2bKS0o7B8WIHQxmtsrqqDreu2DJg3LSuPm0kfnttueo7M2WUADyxcKZKKMa6rzgvDfsbDY58GwCwddknFs7EsVYPlq6shsthUyb+P7xgAkpPydItSvQWX589Bv8IW+sYV5aPxOuVR/ql/dxy7tBU3IeinGGIFtEShe/7m/Y34Zon18e8Htw9z63fj59rFsQGC+xZHvt6OUb4jqG8vBwf72vCDc9s7NNypLnsqP5Fheo7I/nLyvydc0vw5zW1cecZbzrzSwvwbrW1k220bWYoMFTkzPJV1THf/5OC93bLc5/inR3Hcf+VZbhh7tio7dXq+Mbay8J5Y/Hc+gP4wqThePabkRhRM5b9B63dPiy5rBS/WFlt2EfMzmmS0T7NpM0vDrI28+UnPlY8L/c/eAmmLX3HlOHmq2eMwoufHo55XTKQEJIT0RbqJo3IwDs/Pk/13Y9fqMSrlUeSkj8wtOSHWQaTnDFbVvLzJPqFQFDGMsGA0Z+8u/O4yiXJShmXraxW7jVz30BW2IHIRGHZymrFzc7Fuw5LwNI3+k7ZeGt7ne6793Ye77f28/TaWkuWS6J/CQTlXmuvrO+bCYzI96tAUNadaDCYYM9y/1u7FBd1bz8EbNTujY8mf+Xwv6cSUNgTSceqws7yAtRjDNH/eP1BU+9f9N6kiI96zPZqFXbPG5VHAehj7zDX/Mc+2Bs1T7NzmkTbZyJpa72+fSbH5Jc2943CDoSe4em1xgo7ANQ2dKmez+sP4rUkKOwsf4Dkx1CBlHaiX9hY25R0l+ZEaff4VXujzZZRRujcTHbvQHy2eGDPdSC8wMDvcT3W4sGxNvOxAxKltVvveqp1ye9LgjLw3Pr9/ZY/YY2NtU290l75vm82IBp/z8HGzqSXqS9hz7LzRCgmxc5jevfQ3ka7p92M/E3W1LWvpsDaMYbof55bv9/U+xe9N2VPO3pnviAjMmZqg1CyTw0d6jgy2vutzGkSaZ9m0960X5+2NlaHz2SgyL7WXWPl5w0EVXVntm2ZheTH0IGUdqJfqG8fmEotXy6rZWTXD9Rni5f2cIAqPgBbF0VTx4Gmge0tQUTo7T5Z3+6xfPRYfbsHHZ6h0Y+aPaHJclOnsSLQW2jn6UNN/vIM5WcbbFiR/9r3pkRwl3v/neot7eaDklmd08TzLObT1i+68kfByrIMC6f9Djj4euituQXJj8EPKe1Ev1CQ6e7vIgjhy2W1jOz6gfps8cKOlXJyg3+mu18OnhhQjM1Ni30RMSDo7T5ZkOm27HpYkOlGVurQ6EfD3CHZkJ7S988jQ33CxVCTvzxD+dkGG1bkv+69cRHce/udOg0s7WawOqeJ51nMp52i+46Pih7r3POBDl8PvTW3IPkx+CGlnegXZpfkoijbbWkA6W0yUhzKkRlApIyxkBCK0MnuHYjPFg/suUYOSwWg3tNenJeOwiz9INpbsKioPBkp9n6rY5sE3DCvuJ9yJ6wyuyS3V9or3/djnScuumfc8PSkl6kvYc8yZXjo7MjivP5ZyOLXS8zI32TJjb6SP9oxhuh/bphXbOr9i94buy8o9858QUJkYd2hOYuMGafzM1yGeVqd0yTSPs2mPatYnzbvNBDr3HOevj4BzSZFlxUuh01Vd8meW5D8GDqQ0k70C3abpBxlMlA4Z2K+auWWldGMfF9yWalyL/9sRvcWZQ3sFU9W7iWXlSrudLyl3WG3YenlU/usPF89fZTuu7Mn5vdZ/loWnVNC57UPIuw2qdfaK+v7Zlwz+X5lt0mwa89QHkSwZ/n5JZMVN9UYR6/3GryXQ7SxRUIkmnMixJvO/NKCuPIC1GMM0f+4HDZT71/03tiYKiP6fEEy+Dsa7LrzTx0OAAIZE7pi8Xnjo+ZpNKcxyi/e9plI2jZOa/dYCIJ5xYyRlsooKpMVFp0TvZ2My09TPZ/LYcPFZYVx5KSH5MfQYvDOGIhBT0VZEZ5YOBPD0lyq743ESopASbJJoeO3nlw4U2iNNUO6K3S8gsjqxcpoZHEvynYLj9Jg9xVq7hsWLuOo3FTcbCDICzJTQs+TGt/zMEZkpWBynnEaeRkuPLlwJp5cOBN56ep3UMg9F7Mg8kqqwyahoqzIsN6HpTlxy7klims9oyjbjVvOLbHkXv/H607D6YJV9pL8DDyxcCayE6wnEYvOKcEt55boVuRZexuKx70NdVh7zTJoe5IEzJ9iXqnKSXOq+n7ARBCkQo28YJPO0qIspLkSP5Im0+3Q9cecNKfltM1cz57loqmRyaXfgtY+pSgz6u82CSiMsrjJ903t1gQmf3MN5NpdC0rx5MKZuiBdZtGmk+qMPpUalubEkwtn4ukbZ+EWi4q+ts0QA4e7FpQavs/0FLvwuDcgMsdh2zpYey3QeAMVZruVMVo7lwBCR5dp3cZZeynJD81nnAaW9jPH5wvnKEbtjZUxP8N4rhAvLG1tWWOlzXdf3tL+p6+fptsWAET64Y1njhWmV5TtRvnobMNy/uyiScL3sPTyUpw2Okd4zy+vLMNdC0rxxMKZhgv9eRl6L7BrztAbKhipTrF8zklzWq5DYnAxNDbUEYOWirIi2CUJi57bjDG5qXjoyzNw+thh2FTbhHU1J/C3jw+g0xvAzxdMwU1nl+C+17fj+U8OYfrILFxRPhI3zCtWBOH80kI889E+PLBqV9Q8zxiTg4unFSE3IwWFWW78p/oYnl2339BSVlFWhPmlhbjgN//DgaYuXDdrNGaPy0NhVsjdyGj1kt23sbYJ9e0eFGS60dLlxa3Pb0EgKGPayNDgUFqUhVvOG4cXNh3C+ppGZKQ4UFFWBFkGbn1efK50bpoT50zMhyRJKMpxo8cXxF/W7Vdds+oHZ+G3r2/ErkZ95HUA+OPXTsOZE0LW6pw0F7721AYAwKNfK8cl009Rnot5/fKDgS38G3vGDTWN+M/OY/jbxwdgtwGf3jsfdpsEp8OOP72/FwDwz0VzlfpaMO0UXPHYOqQ6JKSnONDQGSrjnOIcNHX5sKc+ElW7oqwQH+4+oSt/MCijoqwIjZ1e3PNqlfAZAeCiqQV4Z0fkqKVzJuahJD8DY3PT8PU5Y/Hy5kO49/UdSE+x45RsN/bUd+KM4lxcNLUQt31pMq7983psPdSCcyfm4/++MYss7IOYirIijB+egfm/WwO7BMwdl4e0FDtmF+fhG2cW48PPT+DdnaG2cut54zG5KBP56Sn49+ZDeC18hBLj55dMUU2EYlnaJxakY/WPzlPJC/ZXfmYKvnL6SPzizZ3Kb/OnFChlETF6WCp+dWUZbnx2k/Ldc9+ag2mjslUyZ3ZJLt787Cj+378qAQBnT8jDredPQENHD/70/h5VX7NLwIqbQ/00EJTxt49rsWl/M9JddlxZPhIrPjmAd3fW48ryU/DIV8tDHgaByGTZr1m4+M45JXDYJRxp7oYkSRg5LBXPbziAlm5/zMU2GcB7PzkPZUvfUb773bXl+HH4OVwOm2JdEwUBrCgrQqrTjm+E6+eJhTPxpdJCpf4ryopwxtj92GAiovIdFZPwj08O4lBzN+5eMBnfPnucKp3ahk48tHq38F5eHgIhRa/HH8RfPz6gu/afi+bioberUXm4TfkcbYwh+p+7FpSivq0Hr1YexcSCdJSdko2rZ47CmRPyDd+bKBZcRVkRykcPw9zl/wUAPHBVGa6dNUZJY35pIcbfvUp1z63nT8DPLy3FtKX/AQD89ZuzcM7E4bDbJHx2uBUA4NBY2pUFA8jK+H3R7z/E3vpOfHnmSDz8lRlR5zRj89Jx8R/WAgD+ctMsnHfq8KS0z4qyIkw9pQaVh0Llttr2uzml/ZJpRVi1vQ6rth9Tvlt+dRm+ekaoPjcfUPf5VKcNf7lpNmaX5OLX7+xWyqBldkkuFp83XvceLpw8AutrGpXPf/haOW5/aRt6/EGcO3G48nyzxh7AuvB1t5w7Dn9esw8AdwQgBxtPpo/MwmUzTsHv3v0cXb4g7l0wBbNKcnHFY+uUa8tHZ+OOiimYXZKLbz67EWv2NGDmmBz87KLJJD+GGKS0E/0Om+blZ6Rg3vg8AMBZE/Nx1sR8fPh5A3YcbcP4ERmw2yT4wpaci8qK8O1zxqnSsdsklI8eFjO/4uEZqnvf33UcgDqYkRa7TYI9rLReedpIzBmXZ+rZ7DZJeSYAeK86lFdAhmLBzk134YrykYpiygb0aEGdxuan4w/XzVQ+7zjaqlPaHXabolyL4J+Wf/TJRVkqIc/qhXeP56O22m0SzpqYjwkjMvC3jw8AkJT7eQsYXw/e8Ig0IjsV5aNzFIWoKCcNxfl2lSIhAcJBh9VfrKO2SvIzAUSUnzklefj+BROVz3PD5XLabUhzhfcBhvNzOWyYOjILWw+1oHzMMFLYhwBMhuRmpOD5RXNVv/H7PycXZeKK8pAb5aYDIsVO3SZjRY8flpaia8dsPi3LMnr86vtz06PvwR+emYJzwi6wDKdD0skcQC1LTslJxVnhxboVGw4AiPS1FKddudduk7Do3PFYdG4knY9rG4Gd9cjP0D8LoLe0Ty7KwtUz1RajV7ccQUu3X3kPRsgy0ONX71O96rSRitLutNngCY8eRkEA+eBU5aNzDN2UY+Fy2JGfmYJDzd0ozkvXpRM9CJaku97o2eeNz4PTYVd9JgY+3vD7XDi3GN84szjm9Xz0eB4ft/I3baS6vYrdw4F0l4O7J1s39hrtaWd5222SMu6dkpMaU8HjvVNOHzssqQqhzMlUM22f7/bM0m63SZAk/daj6aMi9cnus0mhv21SRGZGmwcGgrLwee02SVWWK8pH4p5Xq9DjD6pjnXC3js2LHs+EvT+nw45F547HC5sOoeZEJ8pGZau2BQDA8Ey3Un5PWBYVZaeS/BiC0AyU6HfYRE97NAkAuMNuQMyiwv53G7gHaQco4TW6iTMT5NEnkR5vIGreZogMqEFlJZXlz35jAjlaPlr3KKeg7mwS4IhSHfwEgbeQaQO6sMGIV1gF2Sn1GgjKysDnNZjMsjzcTrtqAJIkCW6Nq6kkScLFB1auWJN/raKtbWcpDtbGAkpaDsEChdlzuImBjcfP2p6+EfOygbdQifqXVkmP1T5EsolZWGRZ3+88/uiBlRx2W3hyGn1iD6hlCd+2tUprLHdxd7ivdBsEfdJa2oWKRvg7v4kgAF1e4zrg69Oo7j2c/BG57ssmT0O2S5Fn9whkWrT9tKIFhWjXk1Vs8BEZz8xNqXlrtygds9jCYyMb4/i2ycZ3/Tnt+vbFxr1YYymg9hJI+pho8dhMfs7G+hR7Xu1T8qKJlZvVm497jmingBg9r8Mu6YrO6okvI18GrazU5RW+j80/2DwpKMu6uSpf5p5wG/IN5vPvCENIaSf6HSa8tHtxgIhyygaz7hiDo9NEYCetAsiEYSwZxwbE1AT2ntpskbzYAMAem02mI0q78bNoFXrRZNsuSULlmsFPYvm/uzUTZTY+8NHjtSu9gFoZiEwCxJXazS2A8O9DkvTPJkFt2WewgSrW4Kfd26atK35hiJWXv0d5ZxYnFMTAhC2+ifYF8oo6rxSK+pfWIhPryDeRMsZP7JiMY/vJtf1QC5OXfNlE/QRQyxJV29ZcLlqcUKejXkTVop30G1mlRNeKMFocCKUTKatR3/RwdSiSRWa7tN0WWUz0CN6LVWUr2oIMKe2Dj26fxQV9pd+L0wHMLSixsckdVj55mWFkDNFa2kPXBlX/myXZY6LVNQC10h56dibDtP2dLyv7my3Y888drQxGz+u02XTjgeJNwX3Hv9NY8o+NJ0zMKV4CQehaBv+srA35ycgwJCGlneh3lMFFoHArE6WwIGL/GwXiMGNp105s7dwKZjSU1XRHApZ2zmrLBgA2+WSTcFY8o2cU/SaabGutcFp4oc7/rbUksXpRuccL0uUXXdiAw1va+UFNWQBx2lWKgwRJr7RLkYGLh6XXEyNqrHbSoq0rfhGGWfbI0j50iVja9f2Lb8P83yIvIG1ziDWBFSn1ShRpztLOAnOKLLo8EbnBLaZZtLRrF99iyc9UjTzWon1G0SIC+86MJaizx2/4m02KLDoYW9oj5Yy1qBINm01S5IRI4bastEdZkBEtiBIDG49FpZ33sFGnw4+XsdNh7V9pm1w7ZGO60TntvAIZWQCPnSlfrmSPiWaPzYzkH/mbKatMhmm3rPD9XzFEhBc7gnLkWaKVwUiGOOySTpG2KYsjnKWduyhW4FLF0s48B0xa2lkbIqV9aEJKO9HvMEupyJrFBsFujdJu6B5vwkqh21cqEK5aZFmOaeU3A1M+A7KsCFq7ZiXVjHt8iqYMRvvdos3BeQs1v9Kss7SH/3dybuaieSVfBl84bS+XrnpgidSlXWP50yvtknBBhyUXy41Yqxxo68rNPVe7x6e7hsUySGTSTwwcur3GW2xUizW81V3Qv7TtIdYEVuSerSidsqxMtlj091iKIJuMq9qqoaWdU9o1ni08on4mSseobFpLnWgRQXGPN9GfornHSxK33cjI0u7jLe0i93hz2CUp4h4vePZoHgHCcpGlfUjR7YssQptBsXZrWqDa0q5H2zTsmrkCHwOC9UW7bk+7fsGAjdexvNa05Uq2pd1qcgGBpZ3JN+24r3JTZyficPLeb0JpN/rNIbC0R5Rs7ku+zs1a2iUm5yNl0BZD5SnJLO3kHj8kIaWd6Hci+4iNlXbtnnZjS7sJ93hJPIhFG4C8gaAiKN0JuMezSXEwyCvtofyZxYzNm6Mp7Tr3eEHdhc6BjmJp5wQ9v6dLG/xJFgxworGd35rA0la54AuU9lSXXbWv1iZJwuOTRK+VvS+mhBnR6VVb67TbMBx2m/JdR9iyx19jN9E+iMFDtIU/XqHlLVSi/qWdpMVSQkUTYj4gVbfW0h5DEWRlUrVVg/7Oe5Pwz2LZ0u5SL6Jq8ZmwtLM6Nop3wRPd0h6Rb0ZHzfGyQVT/0RZqeew2SZH7InkT611pnzXa1gejhRdi4NJj0dIeMRSov+fbkahtauOzsLGTzYfU7Z1Z2sVzIl4BFY3XRojuSxZWLe0q7z1lT3voebWWdr6sbO7FHyPM5EO0MvgDsvC9OOySzvOKX5BlGNWdqMuz9+fQGHNCSrs6M58gJlGy3w0xMCClneh32IqgOBCd2D1ea2lmmLO0az8LVkQ1eLjBMCH3eIGlnQljrXCOZtHXuccLBmZJkswHogvohT4jck57JDGhFcAmKQMVS4+frIr2n7kdGvd4jaWdDWYil1E2cMWytHf1qH8XbsMIv1PWBvhrRJHwicGL4jEjOAnAYeASL+pfOkt7jAmnSKnnXVVZnzBraWdtVNRWtfDPyiuFVgPRpUSxNgN6647YA8i8e3xUSztib23iZYPQ0m6yS9ttnKVd6B4fY+FQs/jArhdVd7QTP4iBifVAdOJ3HKvPuzSTF9ZUUgQeMEogOqPo8dx3VgLRqQK69belnZOpsdzj+bJq3eOBiHyOJpaC3LyNx2GTdHWhWNoN6itmIDqNUYdPT1sCdSC6ULo+E14TxOCDlHai39GuKPIYBaJLZE+7PhBd6P9oVhc2UbPbJGHAPLNEgt7Juj1L2qin0S3tGvd4gzJFs7Tzgp5XKIwC0fF7Z6O5ifHp+Qzc45lFIMVp1ykRvFWQ/SI88i2cdLT9oYB+wiz06HAZey7w74wY/PBeHlqMFGDxkYPqz7Hah2hCzLtQai3t3b5AVFnD2qiZ6PH8s/J9XXt5LPf4yN5Z8YRQuzAhUkAV67iJ/qT1kuHhT5UwqnteliXSf+02CakufbAvJZ8YylaHTmkPXc8f16XkRZb2QUeseYkWyWDO4YnhHp+iSZ/1JeadxrfDgMG8ShSIju2vjrXPGlCP/ckeE82e5hApS+RvrXu81ruFL6soTg+zTEc/8k0vt9gRc9rbRJZ2/pJY8o959inu8Vx62q1YbGwJBGVlSyLNV4YmpLQT/U5EaY925BuztMc48s1E9HjtpEgyoZR5OOuc2bN9hXkrEUA593hmaQ8PICx9p91maPkyY2kPpW1cFt6VlXel0geig1IeBYOqYooES4/f087PB9giSKpT7R4vSRFrXuiz2vuAJ2DS0q6dMEcLeBi5Rq8IJduqQPQP0QJKqtzjVVZ3kdKubg+xJkmiPYb85J1ZSIYplvZgVHnm0ASwBIyDmPHPqlbarbnHM4u9saU9tns8U7TNWNqjuZHbbLH7pmiPL4/ZHm3j9rRrtw8BEfdoI7SLD8pJASn6Nmi0AEsMXGLNS7RETo0QpwOIrc5aSzsbH0WxJkTHlwK8lV8//mu3t4hQBaLrZ0s7r2D3KJb20PN6Nf00IFhscNgl5V0w+RA1EJ0s6+QWGzO0Cw781icGX72x9pxrLe0q93htuYJs+2h0zyJi8ENKO9HvMOElsipZDURnxgquVYTNuMd3R7HOWYEJXj8XPZ5NYtmEmS+e0XOa2dMORLe084MG76qlD0THVnwj3xlb2sMTchaIjlsA4AfNyJFvNpXiEApExwW8i/IcrAyxjsbSTpiFlnaNAieKlE8r10MDJS6GyNKuOuYt+jnt2j4QawIraj82gaU9m+1p9waiuquz38xY2nmLN69Y6yztpo98i/+cdlbF5qLHR4+yrsSbMEiKlw0ihcTSnnZl33AclnaPRmkPy0WytA9+1EFqzc4P9AodoG1H+rap3dPOupcoSKJRgF+RpV0JRGeiT6ot7TEvt4TVRQDVnEIXiE4jn1WW9tD/dklSDB5MPkR1jw/KuoVJNjZonRR4JVuB+9v8kW9apV1fT6xMfPuhQHRDE/2IQRB9jJ9b9dTCBqmtB5vx8Opdiqtz9dE2jMlN000KTQWiM3CPNxowAkEZn9Q2AQit5q7b24C54/LiivIbUQCD2HeiAwBQfaQV6/Y2KApqc5cP62sacfrYYQY734CjLd0IBOXIfieD6/QHkUSoOdGhpMEPRFVHW5X8Nx9oxp7joXLyA+Te+g5V/qFnigRIeXpNDUryM1Db0KH8zhT4QFDGwaZOAEBDew8yUyNiSIKEFO4dyhDvIQOAQCCIdXsa8PnxdsNnBIC6lm7V5111bfjilBEqZVw7wG091IxTclJht0mce7ygDEEZG2oasXZvPbYdakVPIIhROamYeko2hme5UZjlxuySXIoIPQAIBGV8vKcBb1fVAQB2HWuF1x9UTYT5BaTqo62YVJgJu00SKs969/jo+bd5vLo+w/5q6/aiuSt0csHx1lB77fL6o+6RZWsKvKeKkcLH96HDzV1KObReQ9rjobSwumrs6MGPXtiKohw3hqU60dHYha6MBhxpVvc1o1MtAHOB6F7cdFD1ed2eBuXvkIISeq7/7jyOpk6vqq8FgjKOcH1/++EWtHR5kZ+eAkhAQ0cP2rq9McsQKrMEV/hd1JzowDNr9yE3IwUFGSkIyjKOtXqi3v/S5kOobehE5aFmHG/tQXNnKN+grK+DRGRFIChjY20T6ts9KMgk2dPbBIIy1nxer3yuPNSMCyaPiFnnrNsF5CDW1zSivt2D3FQX1u09oVzjFWxBcWnmSJtqm3DepAJFTmw+0Ixx+RkIyjJq6kNjb+2JTuFcgRdfAUVhlZUxbf2+BgAS5o3Pw6ziXGw+0Iz6dg/aun2RMvpD5T/a3IXKwy0AJBTnpeGGecWw2yTLbTGazh4Iyth23IP33/0cMiQMS3Ohsb1H+f3jvSHZ0OHxY31NIzyaxXqf4PhZmyTBYZfgDQABE+7xu4+1Y+64PNV3QVnG+ppG+AMRhXl9TSNYDW870or9jZ0oyHSr5HAsI0CAW1gAIvJeFD2eLbrwWwEbO3rw6tYjCc9BSKYMLEhpJ/odo3PaV1fV4bf/+RwAsKe+E3vqa5TfvvePLSjKdmPJZaWoKCtSvjcViE4zUVVWMAVCdHVVHe58ZTtawhPq9p4Arv+/T5CT5sSDV09T5W0GJuwaO314afMRAED1sXZc/3+fKNfUNnTiuqc3QIKx++Zf1u3H21XHsOSyUgDAspXVumseXL0LL2xsNSzLig0H8d+d9VhyWSmqjkau++/Oevx3Zz1skloxefaj/crf//dRLd7aXqfUP6un9rBl7IVNh3X5XfT7NfjarFF447M61IUnuS9uPox0zuJ5qKkL3//nVuVzIAic/st3he/mze11eP2zOsPnY+xr6FJ9/t17e/Dsx/vx4NXTAED1fhk//Gcl7nt9Bx68eprSprSLOtq2wdh8oEVVLlE7JfqW1VV1+MmLn6kCm23Y14xJP38b3zmnBHctKMXqqjrc9/oO5fefvrQNj7z7OZZcVqqzcAHWLe0NHT6c/st3VXJj66FmAOo2+tTaWgChSVtnlJMRXtlyBOedOly1YCfypl9dVaeSD/+pPo6zH3ofSy4r1R8hFUV+rq6qw+0vbQMA9ARkvFZ5VH3Bxk9192za34jZJbmqNLYdDskaM44rRzTK8PXPROTk8bbIhP3hd3YDiPQ1ICQT67j7fxMeS+Lhs0Mt+MfG0ALC9iNt2H6kzdL9L2w6LJSJ+xu7dd/Fe047e8/8M5Ps6T1E8n/R3zebmhuwbvaXj/bj0f/uFV5z/TOfYFFYNrH89tZ3qK751t8+RZrLrsyhXqs8quuXj39Yg39sOqiUSeu2LcuyYvU92uLB6b98V/VMf/pgLyRJrFB/868b0dChX/j65Vs7keayo5OTt2baopFIWF1Vhztf3oaWbj+AFuE1O+pCi/eHW7px3dMbdL/f+ep2QAIqyooUAwR/bKRPEz3eYZN0+86f+LAGL29R9+Mub0CX33VPb1DcmH/+WpXyPT8/tRqIjo+to30XgYCM1VV1uJfLq6nLhx//qxJA/HKAZMrAg9zjiX7HJ3DjWl1Vh8UrtkR1O6xr9eDWFVuwuiqiIP135/GY+ekt7WL3eFYGrVIGAC1dPizW5G2Gj2saYl8UJtac9lirB4tXbMHiFVtUQpXx9Nr9aPdGT4Wl8cqWI7rftPWhTelYuP6Xr6o2rCee1m4f/rymVldWfmD/3+cn0NipngS0dPnQ5tEHpErE+4u9v2jlZtfsDlvy+ZXxaG1Di6idEn0He1eiSOSyDPx5TS0W/X0Tbl2xBfWc5QaItPGtB1t092oXkswcscPLjdVVdXjsg5qY9xjR4w9i8YotKuuKaOHzVoF8YM9V36Z+XtE2AJbO4hVbhP0wGr9+53Ol3bOyeHtxr2UsmRgvT3xYg9bu2H09GfDjoFn3/VjvmWRPckl0bnCoKbRYo423whMMy6blq6qV/ERdp8sbUMWOEaEqExdHA1CPa9V1bcJnMmqGIoUdCM0VOjXy1kxbFC18KnXdbU32aGnp8in5K+7xNkmReUx+szo2WjvTjhFGiN4IvwjAu8eL4iT5DZR2WeAe39Hjx60rthi+j3jmICRTBiaktBP9jl8TMCUQlLH0jR3RblGxbGW14tZ1/1s7Y16vlY9sjqQNVGKmDCxvMwSCMv5ksKoeD8mY+iaShhz+99Sa2iSUZODynx3HAETah9X2ybDSVojkEAjKWPJ6Vczr3q2uF/YF9t0/Pjmo+03nHm9hP+bSN3ZgyevW25AIfhLJ6+yBoIxlK6ujPtfOY2qLsWiLUrztnbFsZTW8/qBhWZLJYO9dgaCsjj9gQl6Yec8ke5JHonODQFDGpv1NpvN7ak1t0mTFspXVigbOSmamjSUDM21RFNwzEdkjYtnKavj97MjFyNYn7TntvX3OuS9GAF3ldCHFPZ6ztIevYYEJ23v8pmSfWTlAMmXgQko70e9ojybZWNuEY23mVjNlhFYRN9Y2he4zYV05qtl3yYQhb9UwWwaWtxk21jahodPcHsrBxFAX28y6yPa8WWmfDL6dEn3HxtomHG9PrM/JgM77AxC4x1uYwBxr68FxkxabWPCTbn7rz8bapqjWZhn6o9tE24viae88da0ePLd+f1It30OVjbVNqi0LZhQHM++ZZE/ySHRusLG2Sej1Y4QMJE1W1LV6lCCITHz1ldIOxG6L2nXPRGWPUf57w/GEJCki87RHvvV2rcR6p/pAdKHvg3LkuGAWeNnMerEVOUAyZeBCe9qJfodFEWZWnvp265M7K/do3bYie9rjS8/stfE8FzFwYJbURN4jtYG+pTfqm+3v1CrpViztvQW/Jz2eZxcdMZeMOjzQ1BX7IgL17R7BvtfoEclp/OlbEp0b9Pd7YHKL2Wv7I8q4UR1oRWhv1RXb6mK3SYqHp185q75v5HishRvlSOCwSFbFIggX0emwARYWgABzdUoyZeBCSjvR77AVTra3qCDTbTkNK/dkpzpVn5UAH9yIYSU9s9fG81zEwIFNdhJ5j9QG+pbeqG+nzQZvIKhzj7diae8t+L2R8Ty7yD0+GXU4Njct4TROBgoy3YbH80W7x2zaROIkOjfo7/eg9PFw0+qP87yN6kAbw6G36iojJaT6sOjxQKQe+kqMxwqarHOP5+apEUu7dWdpM3VKMmXgQu7xRL/j17jHzy7JRWFWiql7JYSiWc4uycXsklwUZccWIiXD01WfmdzjBwyzZWB5m2F2SS6GZ7hMXTuYGOqHf7BFHraoY6V9Mvh2SvQds0tyMSLTXJ8zPjYRGJ4Red92g9MErFhoCrNSMCLTWhsywilQtAEo8jDac6VqzpUWTQLjae88Rdlu3DCvOGpZiBCzS3IhcbXkixFhmt0T6z2T7Ekeic4NZpfkIs1l9jz30PtLlqwoynYjzRlSWJm06st9ybHaorYoicoeo/zH5oUWEW3cOe2sHtg8sLePNct080fd6onuHh/622VBabciB0imDFxIaSf6HeaWxISk3SZh6eVTTd+/5LJS2G0S7DZJOe4nGk6NC6gkiB5vtgwsbzPYbRJur5hs6lozSAZ/x5tGPPdKAL5zbkkCqYjTHUhcddopAHh3NWvtk2GlrRDJwW6TsOyKspjXzS8tAKBve+zzreePV75ji4tad3hLgegun4plV1hvQyJOyUkVfs/LQ6Pnmj4qW3ePKJ142juDHZlnRjYnSjJkYn9it0mQud20Zizt0cY9Vgcke5JHonMDu03CPM1Z39H4zrklSZMVSy4r5WL4hL7z9ZF7vJm2yLf9YPhs+URkj4hQX4kowsqRbwG1e3xBRvIWC0TEqvaAxtIeWSyOLCzwR5Ga6d1m5QDJlIELKe1Ev6N1jwdCZ2k+uXAmstzGOziKst14YuFM1XmRZs6O1C5O8udf8rAyZAjKMCzNiSc1eZvhS6WFhr9po9rHEoeF2W48uXAmnlw4E4UCD4NF5xQjLzV6F2dpnD1BP4nQymNteQrD9X/XglI8uXAmctKciEam24Fbzi3ReUPwK84XTR2he5acNGfMtK3C3l+0crNrThszDIDasmqmfTJE7ZToO9i7Ep21LknALeeW4OkbZ+EJQT9ibfwLkwuU7xwGwX/MWKx4uVFRVoSfzD81jicKkeq048mFMzEszdiToKKsKOpzjda4rRtZ7VkdWu2Hv7yyTGn3rCxuZ+9NO2LJxHi58+LJKEiStTMWfLsyawVldat1uS0k2dMrRJP/ZuYGJfnphr8xbGHZdNeCUiU/Uc9Jd9ljWu5FZVL2tHNtLD/DJezjRnORTIPxTwqXi8dMW+SbO1Na2bMb5WWEdv6S5XYo+bO0bZKkyDy/xj1+WLpYruYZfK/NT6TP8kpurMUSFvjWble7xweDEUs7L68fva7csI7imYMwmaJ9XpIp/QvtaSf6HWZp1+6nrCgrwqziXJz+y/dU308sSMcvrpiG2SW5UVf6MlLs6OjRB+mwabRjpsSLzgitKCtCfkYKvvLkemS67fjGvBLMG5+HuePy4lpl1MZ5GpObistnjMS88XmYVZyLzQeaUd/uQUGmG6ePHYZNtU1Yv68BgISVnx3BgfD5rn/95iycM3G4Uob5pYXYWNuE7z6/Gc3hc1bvrJiM+SO60eAqwnf/Uank6bBJ8AdlnDMhH3/91mzYbRLe21mv/H5KTioeuWYGTh87DKfe+7by/f/74gTMKclXysfXf0VZEeaXFmJDTSMWP/8p2j36en/2plk4ozgXt1dMwdkPvo+6Ng+WXFYKjy+Ah1bvBgBMKMjA49efjvF3r1Lu23zvfABQfWeGbLcDrdy50nPH5eKMsbm698fKva7mBI62eDByWCrOHJ+vXLPys6MAxIs6padk49yHPwAAnDkuF58dbkGnNzIYL72sFDfMK6YV6X6moqwI91/hwx0vb0dBhgvlY4ZhVnEuvnFmsaLMsza8sbZJ18YPcYHU7Bp3SoZIwXr+23OU/iuSG3M5i5vbacPNZ4/DnJJc/OhfW9HYGTkv+bvnj8OR5m5sP9KKfQ2hsty1YDIqyorw5zX7Yj670XO9v6tedW20dsr38b9+XIt3d9bDZQNYc//jtTPwm3c/V2QUANViB0ujouoYXqs8qnw3epgbh5r1AY0Wn1eC7YfbkOqyoTArFTPHDMOILDcgAQ0dPSjIdOPBt6vx2eHQsXXfOqsY91xSqurXM5a9oxsDnv/2HFz/zCeq7773hfHISXWipduHFzYe0p0WcPaEfFw/ZwymLf2P6vs7L56EP/13Dzq8QVw7axTG5WegzeODLIe21WyqbcR7u06o7plYkIYRmamYPioHn9e3q2SvLMuqbVpWrKAVZUUYm7cbNSc6AQD/XDQ35hhJxE9FWRHG5KZjwaNrlb5rdm4gOgP8rHG5WLcvEo37r9+YhXO5/lNRVoSiHDeOtHhwzekjMSIrVcnvta2Hcdu/t2FSYSbuu6QUj/xnF7YcasX5k/Kx6JzxqjJJknrRkQ9E57LbsP7OL2AiN+7/7qsz4PEHcNcroaMz77hoEh56JzRe33RmMf74vvoY2/NOzcfTN86C3SYpY/bM0Tn4961nxqwXvu0HgjLY7p2KsiIUZqbgyifWC+9LsUvoCSu5F04pwM1nj8PpY4dh84Fm/PqdXdhysAU/vHCiomjyLvCRQHRMaVdHZuc5/9R83HRmCW766yblu5ljcvCziyYr+TEZ+6u3qlF1NHKk5tLLSvGXdbU4GJaPsaL2ay3trM0EuUh0vKHrgskj8O2zO/H79/ao0rmjYhK+c+74uORARVkRctJc+NpTGwCQTBkIkNJO9DvKOe0CQZCeom+iY3LTMW98bPey0ORarzxqBY5NM4hpYYPcsLQU/PSiSTHzjV4mdd4TCzJVaWqf66yJ+ThrYj4A4N3q48r3504crgpYZLeFlIIMt0NR2oGQwJ9VrN53lOayo83jx7B0l1IeXuHISLEL69dpF3/Pl+GsifkozEpFu6dD9zsbdOw2Ca6wtW36qGxsPdiiXGOTJF0dxTtAZLidKqV9fmkhvn223pWflZvVs+h3QH26AMMbPj4nO9WJf3xnHq7/vw1Yt7dR+X3qyGwa4AYIrH9PH52Dp248Q3gN60da+AVFJqd0R74JBEi0dgWorTGZbqciC1JdDiCstDtsEm6vmAIAeHj1Ljz+vxoAQEp4sUG7CGnlubT3xkqL9ZVWjw/v7qyH02GHNxy9eMbonFC5+esF6dk1K5c5aSlCpf3Oi2O708ucDXBSYaaqr9ltkvB5RO/jgskFOH1sSE6+v+uETmm32ySku/Rj0aTCLNjtdgBBLDpnPCYUZKh+H52bplPabzxzHG6YOxYAsOT1KvXzyGpro9XjuPhAhGbGSCIxvGGFNy/d2txA0rRLh01ClsZjxi7wDGI27xvmFWP6qBzlW6cjpN3mprlw1sR8/GVdyCvk4rIinDUhX5CC+Jx2f1DWxVGYMToHmw80K58njMhU/vb49POrGaOH6bya+LlGNPjmrpWn0XpCfqYbR1pCynD5qByl7c8bn4cxuWnYws0xgEjQUIlzj9ee0+4Q7BfPSnUhqCnJhIIMVX4M7fNOKcoC77MQK2p/kNuOx/8f5GQEr7T7gzJ6/Po0S/LTE5qD8PeSTOl/yD2e6Hd8SiA6fXNMcdh0q9Jup7kgLqJJNKAXppKBezwjmYFJdJNkC2n2+CMDpNF9okmqttypYbc1Pzc48xYd7XmlDBO6AQDj98OPUUqQFUlSTWCSqd5qJw7aoFtmYXXqF2jtbNLCXH61CskAOAWMCOMLxt+PednE7o/HPV4L36d4BVerfDL4vsXaWiJiyeqWHG2Z+EmiNxDUWYYFIl23PSlFqJyYw8vlL9r+YPaV8P1WVAd2mwSbTdLl4Q/IyuRbZJkTyRz+O60cl6Eet8zsaeeh5cG+RSv/zaLtdw67pFOARWMHP27yODWKZ7Q5FbuVje98G/MHZXh86j7sD8qqMZrv4yJPxkSOkNNa2tXlME6X3x6gnX+wPsanxx5Z6B4fzkbUn7t9AV20fcP5qBS9b/PpiOZWvAs//38wKCttgw9E5w8EhYso2vdpFb5o2jkh0feQ0k70O/6A2D0eCCnU2giZKWYHSAP5onOPVwLRiW8IcKuyiaKzIltI1CtYRdUiUtq137FBhh80+IGbrbRrV23NWPRC6YvfDz9o8qvIfJVoLRA8sY5I0aIddOPdS6t4IwiaBxsk2UTcqSljf5yBS4iJyBnr7YBvS2werHePt14myUBR5/sab03h2zArU7Q+YyV/KygTXa4OvIGgzjIstrSrvxMp22bxcpUukk9mF1JiyRaWtluntAcjCpKgXYnGKv4dassclGXVsBVNURFBU+q+pVtR2q0tCEua5RWHzaakxZAFb5PNUfRKf6hNsTE9+pyKpR/Cp1m815ZDuxDHz0O6vH5oseodwsPfqW360Raw0jiPTO04z2QQHyhU5R5vU7vHBxT3eH3f9fgCOpli9O61IiUoy6qFGG+sPe3hnyPbGiLpsHZgs3Hzk6AsVNq179MqfFsjnb3/IaWd6HeYsDQ6c1I7QJm1mBop4doJGvtoJJCYjLaiYBuhTcOK1S+WkAeMgp+oP7vDrnT84MMPtCwASo9mhdZsSY0GMf598KvIfB1Eq2KrZ5Jqr7c6sWIoMQ8EkxG2is3S1k6SEpnAEMmFtXftwooZeIWMNWMz7vGx4EvCG8X4IvJtipd9bLKZiFSK10ovsuB5/UHdxFps6Uui0s4pEKL6F0X0Fy2kxZItTEalaoJr+YNy1HYV09IunNiLrXHEwKNHs2hrFrGlXd0uReJEmYtoGg6TEawtRptTKQsG4bRUFmiB4qdVUvl5SKfQ0h5/mw0G9XMEJd0oY2ma09jSHtnexhkNuMWPiKU99FxyDKVdu4hhrLRrFuSCsBSvQucez51ypJQfkfmTT+AlwcqcGJHniGeMI5ILKe1Ev8OEpVkF1rx7vPh7rUuiJFiJ5ZE5BTNRtHlbco834eYkdo/XKK8uZmnnXOL51fZwxXn8amFv3tJu5B7PTw5Y2dTu8dHyMIpsbXx9ctzjjQKPAbx7ZFhp19S1VUsZ0XswBUjbH8wgssRqm0M87vF8e7cb9AO+TaXwSrtiabecrTAfK4jqw+sP6tq7qKq1SrOVs4a18DJM1NWEC20Cj6VYYw97N1rZ5gsEVUdBahHJQnc093g5vujxDHKP71u0i7Zm0b4nh81mSrkKGsxFWH9k/SHanCpiaZdV94Tu0yvtvoB6IYlfKOvsEVna9f3LbCsORmn70fpCeooZ93g+rfBvklrp5csgmm94fPqFSSMPPm3V+4Pq3fC+GJ6Thu7x3Luw2bitEQbu8Um1tCeUEpEMSGkn+p3IqrC5KYdZ5UvkXgYYW7sN3eMNXNLihZ/wWnH57jFlaRco7TpPhbA7mIF7PBvwu71qYW/2+Y3ej1ppj0wq+CqIVh1WLXLa601vq9AQbftEt2ZPo9bSTpaygUO0vcexECrtFiaVRqiUdgP3eD5vtaVd0l2bSP5WELmC+wL6Ca1IadD2iUQs7XxaQqt6lIU2nlhtgh27pJVtvGVLVCciWRjLPV69p53c4wcycbvHay3tNsGedsF9EaVde7/axTvanIp9w3Rr7dY4bTn83MIUoFHaBe7xiYx5/AKCbk97lL6QxgWJ1PY5h6K0671y7BIXPV5zTruoP4vc443mO1qPIn9A3bd5jwWR9FHKweQ85/EXFHgq+oOyUEFP5p52srT3P6S0E/1OJHq8ueZodm+ykXzRR48P/S+yygDGLmnxYjOYnMfC1J52QRm15WYTjFiB6LSWdrP7X3V7ykSBYDjrFL+IEi0PqxY5bYCruAPRGexhBmJb2uNR5IjeIbL32Ho/5vuQkXt8woHoeLnAL+xx5XWrLO02XRqJ5A+YV/pEdSgMRCconHabT0JKOycTtUGSjOS5djES0Gx/ENzDZFSKRobwk2SRghTT0q5zj1ePWz6SHwOauAPRafe0C93jBds9jALRaVy8fdHmVOy0nPBHfh4gy3qX90BQVrVDvv92iCztAuXarIhSbdOz4B4f1dIu8KRksoG3VLO6VdzjBXOpbl9AF13f7J52fzCo8iSINZ9T3rVmcTag2RvvtEeMMKIFyZ6ELe36sY/oP0hpJ/od5Zz2JLvHGwkYnYs6t1dIhJFLWryoo0QnJUkFURVKkqSanLM97X6BEs1/r53cml2z0CrHbEKhGjTZQoikPpaJ/SmqaqfFyX3S9rRH2T6hC0Sns7STe/xAIaDIGeudTrSYpHOPj2dPu8rLhF/Mi3zPt2O+bzn70dLuFO5pl3ULF0JLu2aymlD0eN493uT7ECkaseIcsMdN1Shn/CRZ9KxiSzt3AoDQ0h75HLC4vYbc4/uW7jj3tGubitNu06Ular2sSeuC6XLWVoCXdcaWdlH0eEDfP3xBGQGun/H9t0uwpz3ehWpZVssP7aJb1D3tvKXdZWQ0iHzHkpIkSdkuxRY6RMepMUTu8UbvXvuO/EG1sh3LIyFyTrs6Pf7IN5skKQuo/mAQ3QKresLu8dzfpLT3P6S0E/2OYmk3qcGaVtpNusczJd7I9UdZlU3SjMjoOKdkYDQJ559ZOfJN5RbHK+0hwa9d+TdbUu37YYNfULBIwI5SiuQh6crLsGpp10ePj3dPe7h9mAhEp32fiQTlIZJLxKMnOX1OF4guHks7xLLAyG2et+hFogrH/zzaO82mJHZ7D+osw6J+rLO0J7By6Y3iTmukPDR3eXXfqYJhCu4x2tPOW7FECxmiLTn8JF/77uSgetyi7TUDm3j3tGtXpXn3eCXYoeDVGxkQeGsr/79oTqWNHq9Vhjs8aqXdrzkVgl+IFrrHx6m0a8uhP/ItmtIeqf8Uh0EgOpXRIOIer/VSiOUerw9EZ7SnXT8XSCgQnXLUaCQdSeK2RgRkoVU90UB0/GOQe3z/Q0o70e8wdyOzbquJB6LTfA5nazTJU1Y1k+Ueb2BdS0raRue3Cyb+apd43lU+NChohb3Z59e6kLJJOW/5UoKsGOxpFykFiUaPj989Xm3F4NHuadTmSe7xAwefxcXBWOjc4+OY0PCyyNA93uCcdvYcSV73M4XIFTwUPV4biE6s3PNo5YUV+CrXuccbvI+WLp/uu1htgr0bt0YhYP3fJomfVeRFoLK0awPRQW2No0W/gU387vF62BGr0capiMu0+nve2gpEn1NFLO2h/7X9sV1jafcHZdXiER9bRxiILk7vMm1b17nHm9zTbugeL4geb5P4upNVv7mEgej0e9qN5Jd2aucPao9zjGFp17jHS9w8lfe4UFvaRYHokuftR9Ko/3HEvoQgohMIythY24T6dg8KMt2YXZKrmoxofz997DBsqm3C2r312HaoFcdaugEA2w+1YsaoHP1ERiO8DzZ0IhCUhYqdaN+0Fq17rBS+rL7Ng9+8sxvzxudh7rg83QptMhTsQFAdjMRskiIrkjAyLCdWN+xrhJOtyHJ57q3vABAaBNfXNOJYazfq2zyqdIIy0KUZkEV77ERoJ6qRQDB61zcj93iHTUKPJl2re5G1FrztR1owPHOEZe8GxT0+XF98O64J12VzVw8CQVlnxd19vA1efxCbapuwfl8DAEnXvkT9Y/OBZsP+dLITTd4EgjI21DQqdT2nJBc2m4SGjh4cae4CEF8gOr7tenyhfhGUI/mtqzmBHUdaLafLW9qN3OM7e/xYX9OI2SW5qkWhXXVtKB+do9Jc2XVm24u2Rx9r9RjKFh6RktvjD+oWSkXl0VqD6lq7hXnEehbRUVR8/5xSlCm8743Kw7rvth5sxjkTh8Nuk4RybvOBZpw/qQApDnVZmCuxkdIvGoK2H27B2eG8RHvaeZf41ysPIyfNqciLWGMt0TcocqamAQBwor3HVL9haMf9Y1wfCIbf/866VrR0edHU6UVOmgstXV7uWDL1/bqzxsMKsMj7I+LdEbpGu13lw931qs/+gKxqkz6/fpsbj8iC3NTRg4dX78TRFg9GDkvFmePzdWPguj0n1OloyhVtAZx3id9Z14aS/HTOQh36/lBTJx5evRNHmrtRXdcGADjW5sHwzBQAQHVdK9bXNCpzE5GRwB+U8eqWI6rv9p3owLnh/syjD0QXNFxI1F7r9QdR2xCaW3y8twHXnD5aGR8ONXcr3kJyMKjsjd96sBmtAi+i2hMdKlnKy5D89BQEZRmf1DaCn5sAUK7p5DwvrFja+bHxaIsHRTlu5KS60ObxQRLMgwhz9JvS/t5772H58uWoq6vDxIkT8dvf/hbjx4/HL3/5Szz33HPKdWPGjMG7774bM72NGzdiyZIlaGpqwuLFi/HNb36zN4tPhFldVYdlK6tR1xpR+oqy3VhyWSkqyoqEv0sQr9gtWbkDD7+zC498dQYqyoqU9Hv86qsf/WAv/v7JATx49TTlOr4sseBl8eqqOvz039sAAE1dPvzpg7340wd7kZPmVNJPlns8K18Htw/slS1HcPaEfNVzGN3Hc/ZD7yt1zF+342ib8vn6ZzYhL9WG03ZsRg+3ir1pfzMAoOZEJ657eoMwzwfeqsZLmsHpkf98jhFZ7phl/fOHNarvGjpC6rfwnHabODCfVpCvrqrDzro2WKH6qFqJWvT3zaq2aRZWluPtPar6skmRScvqquM4+6H3lQkA45mP9uMvH+1XtXe+fQHQ9Q8+XQBxlXmoEk3eAMCdr2xXWVL/9IE+jdqGzrjyZDR2htKvOtKC03/5rtByaxa+mfNtvrU7kuah5m5c9/QG5KQ5VS7497xWhV//Z7fKnfW6pzdYai/7whNDxjvVx4WyRYtoi0GXwFVWW57VVXXYeqhFdc3Kz+qEeUR7FpFM/OWbO1X9bESWui8q9+6o131307ObUJTtxuUzirCnvkP3+7f/9inSXHZ0aeJ8/HPjIQDi+jAaj74RzmvJZaW6yfp7O4/j7apjyuf/VNfjP9X1yElz4tozRuGNz+oMx1qib1hdVaeTM69VHsX/Pj+hm5MYsVfTxtq5OUFdW2i8fPidzw3v//ITH+MXV0xV8mLtj1mrmYu6eGE/hCyHnuW+N3aofl+zp0H1efOBJmS6ncpnbyC6u/XaPQ1YXVWnqoeth1ux9XBkPH7sgxrVGKitTwC45s/r8euvTFfSqTxkvCj6u3f3KH//4J9b8cCqnUq/qD0RkvesL/G8s+O48ve71fV4t7peqTOjhbhdx9tVn+9/cyf+b22trh/qA9HJhsHn6tsjfXr5qmo8vbZWmQO8tf0Y3q56G6Nz0wAAKz87qlz7weeRd/XLt3YJ06462qbI0stnFOlkCM+fPtiLNJcdLodNOK6Z1dlFfUSUFz/PJszRL+7xBw8exN13343bbrsNa9asQXFxMe655x4AQFVVFZ566ils2rQJmzZtwquvvhozvaamJtx666245JJL8K9//QsrV67Ehg1iZYRIHqur6nDrii06AXCs1YNbV2zB8lXVwt+j9ftObwCLV2zB6qo6rK6qw+IVW4TXtXT5lOuilUUEUwxZ+qLARHz6fNCPeDEqX5c3gFu55zB7H6tj7fNr90A2dgfx3k71CjYj2nt4Zt1+leIAAG0ev6mytmn2xLEibT3YAiBkZWfCP2Rpj1wrCZR2o2eLxa7j+sm3tt7MsGFfY6jcmuy1n+taPdh2WD+xEJWata/FgnerTTeeMg9FovUFVpdmFOg3t9WZrstocqW2oStmfrHy4ZU21uZXV9Vh3wn9wkJLl0/Xt1q6fDo3S7PtZXVVHT7YpZcNZu4Xeb18Jmj7fHrLV1Vj8YotsOI9KyqL0TvR9rPjbVpfnejUtXrw5zW1hm6rWoWdR+u6G2s8qgs/l1Z5u/2lbUI519Llw5/X1MYcB4jehc0ZRP1eOyeJlsab2xJ7X/XtPar3zvqj9px24ZFv4a+2HGzG4hVborZrAPjLuv3YfTyyYC6STTw9/qDS36PBj4Gi+mz3+FVzwX9uOmSYlnauwsucVdwimBmYRf9Ao/nF3TpBP9TOF7cdbjGs66ojbVhdVYflq6rx5zW1wrnGgcYu0+UxKqNIhmjp8gYMx7X3qmPXZbQ+osVsnyEi9IvSXlNTg9tuuw0LFixAfn4+rrvuOuzcuRN+vx979uzBGWecgaysLGRlZSEjIyNmem+88QYKCgrwve99D8XFxfjud7+Ll156qQ+e5OQlEJSxbGW1OMJp+N/Ta2vj3gOz9I0dWPL6jpjXLVtZDa8/aFgWEcxFaOkb5tJnA2G8Snu0uuLzEbnAR6tjdp/V508Uq2VlvF55FIGgrNqrFnIR1QeBsnNufcl8Nr7ezOw3DwRlPKnxHOhrrJZ5KGKmL1jBTF2aadOJ5qM68k2SlDwTwUx7iZaPmftFEfj/u1NvwWbpyQCeWlMbpdRitGVJxjvpDbyBiBXNShn/u/N47IuioK2fgVYvQwkrc4Z4+l08sLyUQHThfNn/wkB04VH2xU+NlWAtaznr+5aDzTGvj7e/i1j6xg4sfcNanSUicxhrPxcbO6LBv3utpf3tGIsHS16vwtNrk1NnvcXD7+yOOp6Z7SNaTua5jVX6xT3+C1/4gupzbW0txo4di88//xzBYBBXXnkljh8/jlmzZuH+++/HKaecEjW93bt3Y86cOYrVYvr06XjkkUcslysQw+2nP2FlGyhl3LCvMeaKXSJ98JhJK0ldqwd/+3ifKQu7gixjQ80JU3nUtXqwJ7zKLEnx1X+supLD+WyoOaHsJ7Jyn+XnT4B4ywqEVsM31JzAaaNzuARljc+VjEAgAH5bfLKfzegZRGzY14iGDv0+sb7GSpkTYaDJGYaZ9mUFM3WZjDxj5SNze0VtErCh5kRSnjNWe4lXJjEk6M3lnTEsdvEOB3xZgOTLg2Txt4/34VtnlZhuNzKg85yIB1X98FuQBlgf5hmociYaG/Y1mp4zxNvvrMC/9wkFIeNWICjD7/crbvKSHNTVsRQO4tPabb7t8We3a0+ViVa+ZGB2LpjsMnTEkGeivKK9+/YYff14e//PM2JxvK0n6nhmto9o6a25zWCSM2bL2O+B6LxeL5599lncdNNN2Lt3L0pKSvDzn/8cw4YNw/Lly/Hzn/8czzzzTNQ0Ojo6MH78eOVzRkbG/2fvy+Orqq79v+fcMQmZQ0iYQ5gJGFEQRLBOFVG01fa9orT2PZ8VO/l+0glrRV8HtXO1rVpbtRVba6t1KsZWUXEAQTFCCGMIc0JIQubc3On8/rh3n7vPPvO9507J+frxQ+4Z9l57n73WXmuvtddGW5vyqr8Wdu3aZfqdVCNTaNx+VDl5UDrw4b6jpp4/sH8fjvUYn7AOHouE7vT39aK+vt5UXYDxvtresB/enhzT75ltvxWIl9btDfuBzthe090NO3HkVGyyOnHiOOrrzyAYjH+fsFGwbVB8JoPGOWCMZiuQKXKGIBnfQa8vrapTq56Wvpgc6u/rjfCHhVCrO16ZRDBgYUZio7C6b6zGh/uOYn5ed9pkxvaG/fANxRTmeOaqVCPT5IwWzHzXRPnODLY37EewIjanfvhRPQLBiAGwf+8edORKs5v39ZnL6WHDHMi37+0xn5g0G6A1nyUyvpOp22STnNFD2o32Bx98EDk5OfjsZz8Ll8uFq6++Wry3fv16XHLJJejr69MMk3c4HHC73eJvj8cDn8/8aubcuXPhcMR//EwyEQqFsGvXroyh0VfQAby/Pd1kAADOmTERdU37DD8/e9ZMVPT7DdM/eVwF0NSMwoIC1NbWmqbPaF8tqJmOWmql0eh7ZttvBeKldUHNdMwZWwj84zUAwNlnnYX+gx3Ae5HcBRPHT0Bt7UTkvv4WMJBc5ZdtgxIyaZwDxmhOBJkmZwiS8R30+tKqOrXqKekcAF7ZDAAoKizEgprJlrZTre54ZZL4fiAEPK+fINZKLKiZHvkjg/iRxjkzJqK2tiptMmNBzXS8fKgRQGQhKJ65KlXIVDmjBTPfNVG+M4MFNdMxd1wh8EJkTp1TMw/BZyO8eda8GpSNkiZkzP9wG3C601IabMRAvn1x40fAicS2v2QitOazRMZ3MnSbbJIzhFY9pNVo37JlC5566ik888wzcLlcsvulpaUIh8Noa2vTNNoLCwvR2RkTQv39/Yrl6cHhcGT8h80UGhdVj0ZloRet3T7VECSei0Y/x1F+RYEHghDJ2K2FykIvbjx/Ch5794gmLTTcLicWVReiosCjG8pTWehF1ejI2HM6+Lj6Xq+vOAAVhV4sqpYeG2L0PbPtTwTx0goABV4nFlWPlmS7drmccFFnH/PRPqb3zOqVa1UblLCoejRG53twWmccJhtmaLYCmSJnCIyMLzOoNNCXVtSpV4+T6mOngxPrTDSEVm+86NWj975H4aRpj5MXz5pWKzOefqRpAayXB1bhxvOnwOHgDX9DDkB+jhM9JsKU1coR+4dObJhB/KuGTJMzWlhUPdqwzhAv35kB/d2D1DabkBCr1+NyyvqX5JAp9DrRbXB7Ro7LIZ4B7nbw8BvIJhkvv7OoKPAA4NDaY77PEqGhwOs0tX2FlZkOJu/HKI9DcnIQizH5bpzu8ye0rTTZGFPg0ZzPjPIICyPzcSLIJjmjh7QkogOAY8eOYe3atbjrrrswdepUAMD999+Pl156SXzmo48+As/zqKzUPg5g7ty5klCwxsZGjBkzJil024jAwXPiMUssuOj/Ny+tirv8u6+eg3uumaP73PqVs+F28iItRljewXFw8BzuvtpY+aTMeOUJ3VdqRaxfOVsmsLTe46j3zLY/UejRqoZPzo6ckS5JRMdxkmRcpFj6GDgr20b3m5EJwsFzuP2y6RbUHD/M0jwcYYQXzMBIXxrh20TrkY59zhAf6cHIeNGT30beZzGpNFe1PA7Al5aZnw9YWqz4JslAca4L7mgiDkKjEfqunJvYUUds/2RSnww3mNEZ4uG7eEDqohe5fcGYYah45Fv00nXnjDdcz7zxheLfE0r0Q5g5AP99wWTD5Wvh7qvn4O6rzfVZIjKH4JracabfkXx7puvPry7TfPeea2oS0plTgf+9dLrmfGaUR1iMZN3GLOIy2rdu3Yr77rsPt912G+6880488cQTpvaQ+3w+rFmzBpdccgkuu+wy9Pf3o7+/HzNmzMAvf/lLbNmyBe+88w7Wr1+PT33qU8jJiQiJvr4+BALyva4XX3wxduzYgffeew+BQAC///3vccEFF8TTNBsmsLymEg+tni87m7qi0IuHVs/HuhWz8dDq+SjOlUY9aLFmnseBh1fPx/KaSiyvqcTDq+ejKFceNVGc6xKfo2mpKPTq0k2Eg9HyyaIye6auGajRl+914iGqHUbfI32s1/7SHB6Xzhptmt7PzB+HXLd0ZbIox2WI1tI8t+S61xURM1PH5AOAxCvARxVx8Xe0j+lzj818WxpLpspDrdh+M4JLZpUrXmfnmMpCLy6crj0xE5Dx9fDq+bJjedhy46F5OEKLF0hfkrGmhf9eMtlwX2qNvbGFXuR7tYPV9OqhT04gxzYtr6nEvHEFsmeLcl0yWaV0zeh4WV5TiQvi5BGO42Rnk+e4HNE2KZe3bsVsVXlLUMD0pxItat+Elc6jmbBgPVQWenHLsipUqsiZXLcDalPA2CKpIUNoVCurMtquueOKJNfvuXqO4pnvxbku3LKsSlc2ZLCTbliA6Axq3+hhg3x37XzzBiEN9rs7+Nji9yCVQM2lkT1+3vgiPLx6PjxObZl51bxKjCmIjeM8j7bMc/AcHlo9H2s/OUPzOXoOLMyRlznK45TogpepzMMAVPWjdStmY9XCCZp0sF+SfNr5k4o036NRqSCn2NOGJpbkqjp+ZlbkY3lNJdatmI1bFBYaeA6YOjrPMD1qNN6yrAplo9yaz+W5Haoy+sLp+rok4RFWf1SCUZ6xEYOp8Pjjx4/jG9/4BsrLy7FixQqsWLEC/f39qK+vx+c+9zlcc801+OpXv6obhvDOO+/g4MGDOHjwIJ555hnx+uuvv44VK1bga1/7GhwOB1auXInbb79dvH/11VfjjjvuwKWXXiopr6SkBOvWrcOXvvQl5ObmIj8/H/fdd5+ZptmIE8trKlFVNgqX/zKyL/Obl0/HmgunSgzjrsEAvvNsZK/G1y+eiuU1FVjxwDtw8cCCySUYCoUxoTgX180fj/OnlkmMuOU1lbhsdgW2NnVgy6F2ABwWV5di0ZRS2coceXZbcyfaen0oz/di1aNbZTTzCuX/aGMj/vDOYUwuzcMPP10jKT8c9Qw7EjDa6bqu+NVm7I+eIf6Vi6oNTfJsuxZWlei2vyzPBVf3UZxz9tm44P430BINWbrtkmn41esHJO86eEjOT77x/Co4HDz+Sp2Nun7lbEO0ji3KwdW/fle8dvnsMXjh4xbxSA9isxP6lY98U2/brhNd+NHGvZL7Z40vwHeumI2Nu1rw5NYjAIBrzhqHdw9GzlifPbYA37tytmK/6UHpu//l5kU4Z1IxPvnLt3C4fQDfXj4DX1pWjec/OoG39seOx7l0Vjk+c/Z4rPlzZM9+Ua4Lv7l+vmR8za5sEs+4JuVOv/MVAMCsyny8/LWl9ip0FGQcVN+xEQAwf2Ix/rZmsdg/t7X34/465fwOM8fkY++pXpw7uSSuOglfNZ3uwwOvH8TE0lysu2IWrvlNbKxfNrscb+5tg9E8baynnaCiMAc7T0ROrThnUhG+8cmZWFgVoZuVA0rXjI6XcUW5ACI88qvP1Zp63+ngJGeakzOIy0a58avPzVekR0mez6zIx1f/8hEA4P9dNh0zKwp020J/k4fePIjNB9pxy4VT8PBbhwAAF00fjbWXz8BVD76D0jwXHvjcfNzxj5040inPkzG5NBf3XjtPrOtby2dhW3MnWrsH0dnvR8koDyoKIrSEwgKe3HIYdbtbsf3wGeQ4OQwGBcWjtWgalcpy8Bye3iZNInrBtDIsnVaGN/bFjpv67yWT8d0rI56oF+tPinL8Lzcvikue2UgMy2sqsWzaMWyivtFdV82KzJkGv8WsigIAJyTX3A4OX1pWjX81tmD/Ke1kcW9+4xPwuqR6touPhK3TnnalxQUiZgQIWF5TiRvO68Rj7x6WPVeW50Z7vx+TS/NwqL1PvO5X2ALztYuq4XDw+OVrB1BR4MHymkr0+tSTydJjGgDmjivCkvs3gQNQmu9Ge68fv/rPWlwyOxYxSzz808rzcKBN2j/vfvtiVRk4b3wR/rJN+Xi7r11UjcqiHNzxjwZRR/jyUx/izEBAdqzlH7+4ADc+Eduv/clZ5bhi3lgJP9Ngu56WlTkuHoPUJFFKGdLrVszG6d4hPPfRScyfUIQr51Xi84sn47F3m3HfK1K955qzKiMZ3Zs7cdW8Sry8swUcgDuvnIU8r1PUux+78VxcOKMcDp7DpbMr8NmHtwAA7r22BuueaxDL+82qs7E8Gv1D5tjJZbk43B45I97oouDymkq09Q7hLo1jm1ctnIAffGquLb9MwrDR3tjYKIazL168WHJv8eLFuPHGG3H33Xfjq1/9Kn77299qeiUvvfRS7NunrFitXbsWa9euVby3adMm1TJXrVqFCy64AIcOHcK5556LvLzEVqVsGEeAsvYmlebJmLCzP5YdfHxJrmg0F+Z68OcvSceSEhw8hyXTyrBkmr4X08FHjHoCjmNOFIPcCHPwHKZHvcDVo/OwZKq0HiFagMLRxKbh4DkU58YEtNJ5x2rv0e0y8lwoFEJ9fWSyClJ98D9LqxSMdh6hcBg8FzmqLxgOI8xsrnIoKKZK8DilyoQ7+puUF2IWQZQMFyVBTtpWXuCRGe08z2NxdSna+4ZEo93ljJVRVZpnqP+UoEQLKcsbbVvNuMJImCLjNS8b5UGAGoDFuW7Z+KJlJUtjnttpT2oM6P4oyXMrRmooIcfjkL1vpk7ybTbuipwmEVbI1/Ef507E2wfaEQgbs9ppetXaMalEOnaVxnG8Y5s+2dtsOGhEdsXaOeCP7P90ORya9LDyvL1vSHLPaFvIs/9qbMXmA+2SPhtfkks9x2PJtDJMG5MvGu1uJy8aH+OLcyV1atHg4DnctHQK3E4e2w+fgT/afCXjyEh7eOY9QZCftT6uODe2wEnNF0rl2pIiNQgyH+nsicWm5IqSmCrIceEbl8/AtuZOANpGu5IH3cFzQEh6JJsWTWRaUttDXTrKg/Z+PwLhsHiEHADF/ew3LqlCa7cPv3ztgLj4ryUCp4/Jl9BGyszzODGuMAftvX4ZHxCjt2yUR2a0a/Ksxpxw1oRidA9GFhdK89xYXF0q1ktHwHEcsGyG1Mu8dEY5Pn22usxk56JgOCyWXZDjwmAgJvfYviLf5Iq5lbhp6ZRoefI6HA4eY6JRBiQawuXgcdPSKRAEAeue2wVBAGrGF4r9HaAWXWZWSCO66OcI8j0xrzurE2pBaXGHRkVBjq3bxAFDWngwGMR3v/td/OIXv5AZ7AS5ubn48Y9/jIKCArzyyiuWEmkUEyZMwIUXXmgb7CmGL6B9hmcHdc71UCAkTgBqik6yoWQnEwEbZi18QPQQJxIeT4OecFMltGgBqjThk4UJsi8zGBYkK8OAcYWQNVxd0TKJsU4EP2m7ZFKN/qnVL1qGGT3R0u30GAibVq1PgxbSR2TxhV2ECYYFCX8EDCTwoRHI5Kw0GQAzLEnkDrsdwSzIcAiHBQSZ72kkPJ8GTQnNB/Qw0hp/iUJB3BkGy+ckLJe9rgcX1VgzSiFBTHZTZTp4UZaTeYaWG3RIsNlvBkD0rIfCic1lrCwLC7FvQsqk5YfefGFLi9QgxFhZSnOqWRhdwAeUDTjCdyIf8pyizkKukXEWVLGuydafUEiqCygZY16XQ6yflBfSEC7suCdj3OtyiPKOfZ/Ib7dOOL+sLg2eyXFTdEfLJzxNf1Oei/QlzX8uHV5kuz4UFsQ+z3VL/aXsUh2Z92lZqqT3cIjlMxB1C47Uz4lOhSFKL6cjMVh9XUl/p6s1M1/QckvxflD7vg1lGPK0O51O1QzvLO677z7LjBsb2YFBijkHFRiV9qQMBkKicDGr3MUDDnJFRmnllQjEkIJQIvNVouHxBHS7U2W008aikoJBJmW3g4cvEEYgFJYZmFrGMg0Xo3wQ5VP0tDNGOz2pKu1pZ6H1HWjFh25njkt/f1U89RGjjRiC7JgOhsKSySuoNMAoCIIgkZ+scmhDCjPcMxQkymxiCja9wBdgvqfX5YCZdGCcxFBXVtCskjtKSMTIY/uxnzIWTJVD8Uw8a1REjtDGhNvJi3KG9Cstaz1OB3qjR6N54pANbBvjNdrYrgoLgrjYkONyoHcoaMpot5EasHxvVpdRmkvVEpgpQUnHJmOQjBc1mshV0gK1OWlU1GgPhgWJLqBotDt5yniUzvPK9Et/D4pGOy/KO3YBj+gobCSfHrRY0+vixX4j9IqLZhKjPXqN52ILdTo8z35jPxWewW5tYI3hoKgjSxcO5HXErpNvRIsIr4vHYCAk1dH9lAHP6OtKhjZdqzwOSB1KtoBeXTb0YXimMXqEmm2wjzzQq3NDOka7LxBWXMlMJZQUH6J/CgpLiUSJskpfopVdo4ZwoqAnXTppDQFpNgllD4UF2aRrlFR2USK2ICINjyf9SfcrR72nBi066LrdDtqbloDRbsDTTp5hvbiBsCDhDzZ6gQUbeqhn5NswDnLUYKKLhbRnl+URs4tD9FiWeNpVjHmrkYinnR3r5Lg3s3JdarSbJ0hMwBWIHc/kdnCxXCQKi4O0pz2eBT22jfGOKVa20Gt0OdFETrRyqyeDbe0rNWAjbMwuVCl9R8JP8X5DNjKDXTxn6ya6jtqcNCqacC4QCkvkHLuY73JwcDp4kX4xd40GL7N2Au1pJzwh97RH6nU7zfWQlo7lcTrEfiNbmgjd0vB4Mr/TTgFtOtghQfcbm6SN7SpRR5Ys5Mrr4LiY7CGLAvSiMZFt0mhY5b8BFUObo+Wz/LYalLz20vu20R4PLLGaBEFAMJjYWaM2shdaQgAA2ntj4fERT7tUmUo1FI12jfD4mNFukaedqj91nnbGM6BSL1FmgyG5F9EoqZL2UVmmY3vdGGVaISxYMzxe456apz2eEFgCTaM9JF2AYs9mDYWk4fFqoYgE7ERnNpx+pEG2+KTxbO9Q1GhP1NMefT0sCLK962bHmdLYj1yP/Z3MtU0znhMWZo6D0wL9PeIx2kkfDvhpjzQvyhuyGEIviiQaHs+2Md7weNZ4oT3tRLGnFWm9Oche4ksNWEPXrExR+orEqxqvmiEa7dGIIodhT7tOeHxYkO5pZzztJARb3DMdLU/T0878JuHbObTRzrwfitvTrt6hWuHxbgVPu8OE7sbyqqbRzobHK+jIanqrk+l3qaedGO0q4fFBk552E/JZ39Nu6zbxwPRsFQqF8NOf/hRvvfWWeG3//v1Yvnw5tmzZYilxNrIDeuHxHf20pz0kGi6p2NOuFPmhZbQrTTTkklUer3SEx8toUFEyiDIbCIVlBqbRKBo6pIvjQE3CkfJY7zSv4GFkjV8amuHxtKc9QW+akfrEsRytl93nFgyHJTyh5DmnxxwbqaKl+NiAqVD0viGrPe2C7Ht6XerHgimXFftbLVQ+0UUGLSTmaVemSy9slAUtA+MKj4/2W/9QjHfCgiDyJulLer6hZYPXpBEAyL1s8X4jVvwLQszbTva9ShKL2ZGMGYFEw+OV5lIyPs3INCkNkTFIwp/VxmRsT3ukDWp5U2KedunipGxLUNQAJfKAzO9acxdLmiQ8XsVoD4hGu8lIHg0dy+tyiP1E6FYOj5dH0unxPPuN6cUO1mhnu4rILpdEl5K3g+M4kU5SPq1PEaNdGh6vHCoP6BvS5jzt2kY7TYcN4zA90/z0pz/Ftm3bMGnSJPHajBkzcPvtt+O2227DBx98YCmBNjIfQxJPu5TpQ2FBkj3eFwjLvJOphvLeoFjIKwtxb6RF+pIkEV2alDA1JYNORCcLj4+jbAExpZksNMf6U260i2VoJqJTr9ulYrQnEh6vtVgTEJMqRhPRMWM6EJKGxyt5zn0ai16sgmRDCjPsQ5QxtbBRo4gt8Mm9VGbHGa2g08NMaSErGTDjOWGhxqN6CZq0EM8iFamOZK8n5YQZT7skPJ76TmYTWwFyhT3u8Hjm2wrR/4CYYm8mPN5GaiAPjzfpaVf4jokuJpL3xfB4PU87SUSn4mkfFc0aHtTJHk8iVZyUsS0Icv2BBit2JInoVBwoogfcbCI6prPpyJocOoEeiRBQCI8nkEbyaX8v9hv7JZ52JhGdStI93UR0XOwZNhEdEGsrLUOGqMUDVt9QMrSl4ty4fB7SC4+3E9HFBVPntPt8Pjz77LOoq6tDSYn0rFtyZvtPf/pTPP3005YSaSOzoeVp7+z3SwzhiKddLpCSBaUalI8Ti/yrpMQKFofHmwmxShZUFW5qtTzeRHR02YIgxBLLkOzxsr2m8jq06tLy+DtUJtVEjPZIuZyiEsJmj2a/ZygsSHhCqYxBZtGLHoN64fQjHexQMDJCE+U5nvJUsWGyOS6HKT8ZR419NQM+mWubiQRyWBUeTyOeRQQiD/opz01IEGK5MxROqaC9dWYjAwB56LF14fGxb6K0pz1VOVBsaIOV46Y97QrXiEFoWXi8ypgU97RHf6sZ13QiOq1cLCSKjTZog2FBM3s8W+cgZbSr7YknRrVZT7t8K0vsqEqvi5d52mN72mP1EFLMhcdLf9P6VI4sPF6KIKNXROpTroM84w/JPe1KMoT2cBtKRBfnnna98Hjb0x4fTI3+pqYmjBkzRmawE1x11VXYvXu3vb99hEGyX4ZhVDoJHbkvZsZMSXi8/JqSd5tTWd0FrA+Pp43JZCaZ0oKaohrb0x6Whf4aTkTHSyc7npf2rZannfypmT1ec0875Wm3KBEdoOARI6GFzEkIskR0obAkEiUY9ULQoPlnMBCSjEE7EZ024gklTfjIN2pPO7uoEgmPN14+/aQkKR2fGhmRyOhSi5RKJIIqkezxA0MxvSMcFqjcGZFraono4okMkJ2QEWebZYnoBEH8KDFPu7Fzt22kDmwuC7PRO8rZ37novfhoIvOuz0887Wo0kUXHyC+laC6Xg2N0AfXFYzK30gsXwZCgeXwja5CTMS71tEvfoU+4MQNWftI85HU6JJ5qQYgdyyZxPkDufdeTc/I97bE257p0wuNFHVknPF7hyDf6MbL1Ry3vFLsdT8/QtvbIN9shEQ9MjX6O4zA4OKh63+FwIBQKIRSyV1BGEgYlQkDKiPQZ7eRZ8QzKJO7V1IKSEhzzBsuftzo8nm53usLj1RRVN5WIjl1dN3zkG5MNmrQxxHjayWQpMVDInnYNw0o7PN76RHSAfA8e6RvyL6lL6Zx2diJk+5WdUOn7etnmbZhHvAYWAR2+ySq8Zo0qtTB4WkFL6pFviYTHq/BoIhFU8SWii/xLJ6KjT78g0Tf0Z6eTWWnJGjWwbYx3IUi+p1165BvAJqIzXnYi39aGNtjFVLNjSNGZkOCedjIGyXhRW/iOedrJHKaQwMzpEMtT0gVoKBntgXBYx9Mu/U3mwBwXL/Ip+76YiM7kXM7KT3ZBlCy4hMKCRP9T8rTTc4ee00krER3raWetYaVoVOWjimN0kLlIsqedJLP0K0fDysPjFc5pp/42I5/1FgCUTpqyoQ9T4fFTp07F4OAgmpqaUF1dLbv/6quvYubMmfB4PJYRaCOzEQoLaG7vE383t/dhS1MHFlZFojG2HGqXPH/8zAD2tfYASE14vJIridAnFd7Rx6N7sbY1d6Kt14fyfK+YQC0557RbUqQm2Gyvg/6Qalby/qi3av+pXgTYxTeDzWfDqYRoKNr25g784e1DmFVRAIDaa0qVS/6ku4X9XkrTRq8vIIuS+PhYl/j3kY5+hMJCXJ6qUFiAwJQ9FAhLzmyNJdWTvnukvQ/HO/sl195rakd7zxDqj3chLMQSpAHAczuO4fU9p8Tffb4AbvvLDnAch3HFOTi/ugyLppQaagc7jtkxr/fu1kPtUf7lsLi61HC9VoJtwzmTivHhkTPi/Xiyn9cfPYOJJbkJt6Wjz49XdrVIrm1p6oBAeeGUZA0NNZFCy5pk9jmthOnRSiMUFjA4pKx0ne4dMl0WwdE4+JQswvYPBcRrHx/vip36ER0jdJ/Sjq6TZwbN18k8uq+1F/5gOOH9tuGYo13cd3+q2yf2J73gTHijtXsQnf1+lIzySPb1B0MCPjgi5/9QWMDWpo6083Y2gZZDZXkecZ4kMH3km8Jk2j8UjDvxaCgsiN/+X7tbAUQSAL97sF32bclfsT3tsUUicYsJBxw6HZm3jp8ZQGe/NGKSRnvvEPzBMARKpbj58W3wetTNi4NtvXih/oQo0w+29QIAzvT70T0Y4eN3DpzGKI8TFQWRsUuMUiVPu5a8kV1hZB7Jkh8ISbcE1h/tEv8OhMJ492A7aJVVb/GXnZtO9/jEv9mFhx5fQOyPhVUlinmflHxcdCI60dNO3fdE7+042oUZFR04Z1IxjnUOiPcHmBD1j491SfT3SB2x+0aMdiJfjnYMaD53vLMf1/9uC4ZCYUwozsV188fj/KllooyKV3cZ7jBltLvdbqxduxZf//rX8eMf/xhz5swR723duhU//OEPcdddd1lOpI3MRF1DC+55qREt3TFh1NjSi1WPbkVRbiSJSddAQPLOwbZ+HGxrAhAR0MmmTykz6qpHt6Ky0Iv1K2djeU0lgJih2TngxwX3b5K0aZTHIXkmUdATfLL3KP7p4x689Pd/Sa7NuqtO9fmPj3cDAH7/TrNMEYmX1l+9dhAAcKCtH9//5x5xEiAKKMd4GOsaWvAaZbjS3wsA1r+4W1bHwbZ+nPODf0tC8m77a734909e3Y8NW49KvrkR1DW04DvP7cIQ41lZcv8m/PDTNeJvF8+jrqEF33u+QfJce790/APAjY9tV63vmQ9OSH6HBOCFj2OG4W/eaEJRrgv3XTtXsx1KvMmOeTVsPe7DTS+/jq7BmGL66zcOGqrXSii1geek0TCb9rahrqFFpMmIyvv/nvkY97zcGFdb6hpa8I2/7QQAdA0G8Ma+05L7qx7dKvut1e9qnna1pHRWoq6hBZv2thmmlX6P/S40dp/sMV0WwXMfncSWQ52m+JT0Dz1etx8+g+2HI4s7DSd7UNfQIjF46e+24f2jeH1vm+E66xpa8L9P10uu7TjahRnfewVfWlqFdStmG6IbkEd9hcMxT/vLH58EABzvGhT7k/bQsfMUi6U/fgOtPVL+v/qsSvz1g+OSeTkdvJ1N0BvvALBpTxtWzDPed0osvetEDy64f5OoO5mh7zvP7RK/6ZHOSDRsZ38AN/z+fdm3Zfe0E68uPQ/3+oJ4ZPMhAMC+UzGnjBIOtfdj+p2vSK69f6RL853H3j0s/k3L9H/vicmjV3efwqu7I3pAZaFX3C6idOSbmrypa2jBHf+Qzsmd1Nhf9ehWlI1yA4gksvzET94Q733t6Y/Ev8MCcMPv35ca7RpGZF1DC/7+wXHJtZae2MLHbzY1Se41tw/gtqhMqSz0yvL+AOqJ6EhEBHHOkO9Y19CCuugCzosfn8SLH5+UzZ/P7ZDqG3W7W1G3uxWVhd5YHdQygJ7Nzo5FLfT5w3jvUCcA4MMjXXi+/iTy3A6sXjQRL37cEpfuMhJg2s937bXX4uabb8ZXvvIVXHbZZfjiF7+Iyy+/HF/96ldxyy23YMWKFcmg00aGoa6hBbdu2KE6kXUNBHQZlyhTyQChTw0t3T7cumGHWD/xwhzrHJS1qS/qUTraqb1yaBSSEKskRhvcV7cXL+wfiDvZlDw8Pr5y2OqJ4O+I5jugPWD1x87g1g07MMiEabV2+7Bmww6s2bADp3qUV/27BgLo8ann02hlvrke6hpasGbDDsVx3D0YwFf/HJvU39jXhls37MDpvuQuRAGRdq7RaIcabxpp/6u7W/GTLV0SA8hovVZCrQ3sWPYFwpI27WvtNVR+PG0h46FvyFzOFq1+5yTGOX099iMZuT9I/7LhkHpjRE/u02BlrNGyzPLp/lPa3zwQEnDrhh0SD5PZdtM0r9mwQ3E/piAAj2xuxr0bGxXeVAb7acMCxNNW+hkvWGu3T/R+AtD9BrTBTp5/ZHOzojxLJW9nE4yO96/82Vzf7T7RrXi9tduHPS36MozUpTVHEbDfVjTCohMx2T9tVq5ZBSP6SUu3D03RsX9Ahd9ZHibfrlPHOdQenbMH/CG0qugWBPTavZruRupl+ZeGVuh4a7dP1HEk+Y9UTj0ihj19TjuhgfWks32tRkcrPd6parWMdiNjUQ/9/hAe2dyc8JwwnBFXcO6nPvUpvPHGG3jwwQdx44034gc/+AE2b96M//qv/7KaPhsZiFBYwD0vNSaUxIjgnpcaLT+L2gx9Yv0GHn6/ucMSWl0p8LT7g2H84Z3DlpYZ7147NZwZCMAfDEv64K/bjyl+CitGCCnDyJgLhQXcreDRV8N9r+yxhEYzUGqH1tjXaz95N556rUQ88uWelxrhD4bxWuMp/YeZ94y0xex4oKHV75KM8SqZia1ORBfvGIlX7ls9Ttly/m3wm7/X1K56z0idobCA9S80KN6j8ejbzbItSWpg5X8oFMbJLuW8QamQL8nm7WyC2fFuRpa8tFPZ+DBTlz8YNiWTCH2sp93oWM0UvLSrVfE6zcP+YNgyHVUNSrqbFbox/a70RBHl0H/xnHYxtN9aGmhLXW07WiLzoxl6bPlkwmh/6KGH8PDDD+N3v/sdgIgnYObMmbjooouwYMEC5ObmJo1IG5mFbc2dhjwtRtDS7cO25k5LyiIwSp9A1a/nrQGA/qGQJbTSx5Ila5/Ok1sOJ3SckxKSQeqTWw5LvI1nElilNQL6m2thW3On7qo7DTPPWgWlduiNfa32b2vuxKle/UiBZPAsS4cZ+ULa9OSWw+g16S0y2haz44GFWr8r5XNgr1stI+IdI/HI/XjLMsOnvRrRNXR5A35t40SvTqP8ERYics0IWEW8sbVXMZt3qpBs3s4mmBnvRscrKZfs244XRN6ZkUmEPk7qaE+bhz1eaPUdPRdYpaOqobGlR3bNSt0YAPa2xupQmgZ4nosloguSxIKCpTTQc6qaTpno/GgEZnhsOMOQ0S4IAjZt2oQ1a9aAT1PGbxuZg7Zea4Vhustr6/Wh22dsErWCVr2MoFbgiEWh/BIkgdQjnQNpSTCi9x2tHpPJAkunUbqVnjPT5mT2T7xlxzvmjdRnVXvZcth8DgS0MWe1jIh3jCTSB1aOU6toMlummbqMjkVW9HUNJH97jR6yRfYlG/H0QyplSTzyrq3XJ3pvyekCQ1nmaTeCpOg/DLoVHAxW804PtU1NKeKKA509PvIdwxZ/TvqkBLUTKVIpM0a6fDJkgXMchzvuuAOPPPIIpkyZkmyabGQ4yvO9+g9lUXnl+V6U5LmTUrYSUnFO+6QS6yNfkhHKP6kkN+nJ+JSg9x3NfOd0JjVl6TRKt9JzZtpsNc9aUXa8Y95IfVa1ly1Huo+dup7E8Ph4x0gifWDlOLWKJrNlmqnL6Fhkv21BjrkkZMlAMnk7mxBPP6RSlsQj78rzveLi+3AOMk6G/sOiPF9+SpbVvDO6IFaHciI6Tsww7xfPdrd2vqBPxFDztKdSZox0+WTYbX722WfjlltuwcUXX5xMemxkARZWlUiySyaCykKv5HgJK2CUPo6qf3Zlge7zozxOS2h1piA8/vOLJ1tuTCaDUpbO4lxXUuohoL+5FhZWlaCiwNjRlS6es4wfzECpHWTsq/WhVvsXVpVgTL7+4lUyeJalQ6sNLEibPr94snjSg1EYbYuZ8aAEtX6XeNqp65LweIsZIt4xYva7JFKWGT4t8OofgsMBGMWejWyyTqP8wXMRuWYErCI+rXxUUhIPGkWyeTubYGa8Gx2vpNzCBBdniLwzI5MIfWTMiWePZ9lRWiV56n1HzwVmZZVZnDO5WHbNSt0YAOZPiNWh9Jk4DrJEdB4Xb2nbC3Ni8lXN057o/GgEZnhsOMOOdbdhGg6ew/qVsy0RCutXzrbccDVDH6nfRa0mqr23bPpoS2h16mQEtQJuJ4+bLphsaZlWe/wqC7xwO3lJuasXTQIg/wZW1EzKMDLmHDyHu6+eo/kMgdvlsIwfzECpHWTsA+p9qNZ++l2z9VoJo3TQWL9yNtxOHkumlpl+z0hbzIwHFkbHndrxb8mSjzRtBFq0ar2nBavHKVvOVfPGGqLjktljVO8ZqdPBc7jnmhrFezRuXlpl+Lx2tiqOA8aoKL+pkC/J5u1sglk5ZEaWfPps5TFrtOeJvDMjkwh9pA72yLdswf9cUKV4neZht5M3/O3iHe1KR89ZoRvT77qp89yV9C+ekx/55uCNt90IDTwXo0FtpCQyP5qhx5ZPBo32YDCItWvXordXP1nX3/72N7z33nsJE2Yjs7G8phIPrZ6vuqpYlOvSPW/04pnlSTt3UY++ykIvHlo9X6yfKMkluW5UMO+Q80FnjMm3hDba057MVe7vLJ+Ja6bnWuZxj7ccJcUUAKpG50Xvxx5YMLkED62eL/sGFYVePLx6Ph5OYMxVMN9cD8trKvHw6vmKZeZ7nbjrqsjE6HLwuuPNShTnuvCwRjsILUp9qNf+y+dU4JuLi1CUI/de6tVrJUgbipm+Z4dgjsshadPk0jxD5cfTFjIeChX6hgY73o2OO7Wz2R1JyCMT7xhRe08JrIy1igYWZ00o1LzvdfF4aPV8zKKiqfIYr7vROskYyFXw2nMccMsyk+e0M4u24TCQ54mML3bsVxR6MXdcrA3kfGk1sHNLZaEXtyyrwihPenk7m0DGqN7cZ2a8AkAt5UGlUVHoRc04/ag/UpfWHEXAfttYIrpY4jIAWDyl1DD9VsKIXlFZ6BUjapZNU16YZXmYfLvRTBi7knwmKNXZJklvbVQ78o3UqxVNka8RHVRBecn1ThqKHPkWmR/I2gvPqdPAtl2t78tVFg7DGgs8RsaiHvI8DtyyrEoWPWV2ThjO0I8rA+B0OrF48WLccsst+PWvf42SEuXwhL/97W94/PHH8dRTT1lKpI3MxPKaSlw2uwJL79+Ek1S2yke/cA4unhnxakz77kaEBeD+6+bi28/uAgBcPmcMXt19CtPKR6WEvm3NnWjtHkRnvx8lozyoKIiE2EiOVYr+6XXxePvbF6P6jo3ivZVnVeKv249bZvxKEtEledXwC2cV4L4bLsCftx3Dkc4BTCrJxfXnTcKOI2ew5VA7nttxQvx2+R4HPnvuBDz27mEsmFyMD4+cYfYwxUfr3u9fgTUbPsCmvacxb1wBVi+ahG89u0tsO51oS4D0u7X1+lCeL/1eWt8UgPheWZ4H4ID2viFZGUZBaNna1IEth9rxpy1H0OML4g83LkBeNBSblMmOt8372/CP+tjRPg4eCJlIEpPv4dE7JH3hm5dPx5oLp+q2g9Byxa82Y/+pPlw8sxyPfuFcQ+1fNN6Lm1echysffAcH2iJn496ybAq+tXxmSle5l9dUAgKw5qkdAIC/3LwIbx9ow2/fPEQ9M0YykasdB/OpsyoBjsO44hycX12GRVNK42rL8ppKXDJzDKbd+Yq0/LPH4qIZ5SjP9+KcSRHeURq7WlBNRJekeDg9PtN7b92zO/HMh8dl96+bPw6fOWeCqbLM0kCD04lWunRWZIw8ujk2bladNxGXzBwTV52E5vcOtOPZj45jwB/CgskluPH8yYY97ARsnWFBEMOWf/rZs3DTHz8AADz2xQW4cPpo3PynDwD0iNeu/vW7qmVPKM5Bc0ckIddfbl4ktvET08ux6vfvAwDK8t341X+eHTc/jAQsr6nExJJcHI725bxxBdh5okf2jBnQQ3blWWNx6axycRx+6U8foCH6jb1ODpNK87DvVJ8mfWSOerfpNE6cGQSnIevYr0zCqqvL87DlUAcA4JJZ5bj27HH4yp8/Uq132bQyTC7Lw6SSXHE7yB/fa8a25k50Dfix/UiXbj/85eZFOGdSMa741WY0ne7H7ZdNQ0efH3/cckR85tHPn4OLZ43BuT/4NwApz1w8sxzX1I5V5eHlNZWYO64IS+7fJF7btPYTaOn2iby/YHIxpn43Is8fXHU2rv/9+8hxOfD7L5yLsCDg/eYOABwWV5fij+8141+NbQAAl8Zi6vKaSvgCYfzvX+tl91wODn9fsxiX//Jt2b3fXD8fn5wdm1+clPBXSkjKQb54QOTh8ppKdA0G8J1nd2F2ZT6+d9UcnDOpGEt/vEk8B97j5DEYiOkYM8bk4+6r52DK6Dyc96PXo+XFytaLySBj8cIfb8LxLh+uPivS/x4Xj7teiB0J950rZqBrwI+dx7pxpHMAJ7p8WFJdgj/dtAgOnsO44lzxeVp22TBotAPAZz7zGeTn52P16tW44YYbcOWVV6KoqAjBYBA7d+7EY489hu7ubjz22GMoLlZeRbQx/ODgOZmiMndcERw8h2AoLBp9S6eNFu+TpG+pYEIHHxG2eiBKclhQoEuI/LYqPNzJKyvnyYLbyeOmpdIEkkumlWHJtDJ8dKxLNNodDl70RuW4nbKkI/E23+3ksWzaaGzaexoTSvLESYW0nVOY+7S+m943NfK9zcDBc2J/bdzVih5fEIIgiAYivRpO0+Z1OSRGe57biR4Dx1MRlBfkoK+9nz4mFTPGFBjmGwfPIdcdEfGFOS5T/ObgOeR6YivmE0py0zNpUvyxuLoUW6NKJQHPDJ6Qyp67z59fhXMmWTMvuZw83E5ecr7xlLJRuKZ2nIRWs5AkolPxulsNo/JR6b3pFcqRR+dVlZoqM14aCPT6h8hbWn47eT6hOh08h6UzRmPpjNH6D2uAJT0sRAx3QJoA6pxJxXDwnHgPUF+gIvBTWZ/pttJvleV5TG8pGYmgv0W/P2Rp2ROKcySygx4TLqcDZ00o0jTaAekcpQcy/5KhRMZRjisWPTJ3XCGWTdce2+dNKcVXLpoquXbzsmrcvKwaPb4A5t39L11a6LkSAOaOL8Jp5uiw+dGxTyICXJQhO6bAK+k7JbD6aY7bIeN9Z7R8kswt1+0Q+3Ip1Q9/oo5y1JsP8xQiWsh7boXQegCYPbYAYYpDlRxLNDiOky0eSMZP9F5ZvldsMx3WT04O4LmI7Ckd5cbi6lK09cSccLTMCavMrzQcPIc8jwuAD/+5YCKWTC1D92BAYrTXTijGomhkx5NbDuN7L+xGvtcttpeORrVan8t2GDbaAeDyyy/HOeecg7/85S+46aab0NPTA7fbjcmTJ2PlypW4/PLLdVe9bQw/sOfKDgYik5qPUmpHUeEuvujKnjNZLqQ4QBQ/JaWfCCqrlGfJ6mmaVw9p4chzHHKiYZ/9Cme3JsLbpFxfICT2J2k73a9qiU4yBWRVOxQWxHGvNo7Z6zluhymjPSwAXqdD5CcACJo8z4U87wuYVzSDVFhAPO9bA+l4YPlFZvSoGDIui7O5eRmjXS1U0gwke9qZhaBMhMelrHh6dRK+WQ29aYT0Jf2JMmXqYecUQRDEEU/LZjKuaUPdr3NUl18lrCdAlREwE/ozgkEbfsfPDCZcnlpUTfSu5C+r9SRSOhlp5EgvL8XPXpdD8tssvCpGKYtgKAyngxdpcPE8PC5pe8PM4oJZecjKfiU9zumIGO1knlOT5xz1bfTmFK9L+btx4FS3RfoCIQmP03Uo6V90IrpY+TGQe/S8KDXCI/+6nTx8gbB4j9aDJSqHQfWM1ZlZGulvQMaZLxjTMTJFPmciTBntAFBWVoavfe1r+NrXvpYMemxkIVhDggi+QWpFOs8dG2rkuiuDlFGiHykZjSFRAFlTl9Qza02Z8cLFJMUjk22fgnGZSPuJYB4MhMQQcVGgM+HxmQyiSAfCAhw6R6ywE3+OSSUoGA7D6+IlRju7QKZbRvT5wbiM9lhd6TLaWRucnfxZdlXztDst3hfudUkXYLRCJY2CblkyE9FZBa9KKLja9WRBbzHVoaA4KoWapgOy8YzYmKbvkXFND281o1y8r2LU04tx2ZaELF2gvbtDwTA4Ti57zEDC6xoLkRFPqsVjNVocoT8Q1d8kRruTh8vBw8FzqhEdWnxndJHUFwxjlIMXaXA6ONliATEAg3EeacYueii97+J5+BCOOZQMyHM9J4baokckeZxy+YOBkGSO1ztpiOc4zUUJMrbob6i0sO1xOiJGe1Q0hHSMfD2wOjMrb+nmi0Y7pWPQbQiHhaQdjZyNsNczbCQMVqiLnvbov15XRPgTviMrapnkaSdCRUkoKSlRiYBudzrOKKch9bTHBGifkqc9gZyotGAmAp1MnpIuyHAdkkyQwVBYHPdqq/KsIWfWcxEMCbIMtXohsbIyos/H5WkP05729HjkaMVYEASZZ11gBoyaHWO1pz2H8SZb4Wmn20aLxnTLCDWwfUCQiIcuHuiGxzvk4fGZogSyZET2tMcUXnKfKNq0Aq3nJR8KKvM8bagHTS4CjlSwRlZlQWIJR9W2wig9Z72nPRoej8i4IkOK5lvC21oLzdp0G+Mv4sARt5o5OFmdotEeluoNRsE+r8T7REYQ3VVtvmDnGy2o9R3HcarzhS8QkiyqSbdSKpQF7egzoteGdAxvEklC+pr2w0nmYIPtJ++QvmbXQOjxkSM6dGKV0jLdXliUInOsJhtZC7IyKBrljNFOmJIYiGIIUoYoTkBMiCgZRUSQWbX1g253ur1oDsbTnuOOfKNeX0D2bCLNjxntYVEBVQyPz3CrndAcDAtimKnaqjz7bdXCidUQCAmyidpsOCtRAOIxuunJMh5PvRWgjRRBUMq2zRrtyu20ms9Y2WWFLFNPRJc5cpIGHQJLk6hmzCcLeka7UkRPpnja2Tklsqc9do98e6J0mwmPV4vKoQ11s9ttRircjOE8vjg3ofLUjncE5BE3VutJsezxMS87IA3nJvO1Wog3oS1REF2QjEkHzyt42iNyngx9h+Rb6OsLbP8pH3cq1U2tkLmq4fGc+nxBh8fznHSBQUn/5HlOtqCklMRULTyegIxvpfB4PYNfCbLweIZ2pfD4IdrTTjXJllFS2Ea7jYRBDIN8byRx1VBAaigQpoytZoYlvzMBokdDKTw+LF2USBSpzB6vBzaJGvHsKnraEzHanbFJkRiD4l7TDDVKlEC8HsGQII57tVV59rrHZNiwkgFqdtWZKO7x7WlPf3g83dqwIMgmf7Y71D3tFnurGDqs8IbRigyXBUY7bZznOCklzOB+Vqug1z0OBTnjyJC5hx3PkT3ttKedRPbIw+OHdIx2tagcWgm2Pe3GwMry8cU5CZVHl6blKeVgvZ5ESgsLguT75zB72ul/FcuxgCwyrwSo0HeZpz0sSOY9s9sF2P5VWrBzyTzt6vvRjUI9PJ5TnS98gXDMGcA8ozQPRCIx2PEjXxAK6hjtRDchw4HWPcwmoou8z4THa3wDsrgxqBIeb3ZL4HCHbbTbSBhEyJDzX2OJ6Eh4PPG0RxjR58/A8HiFhB0ElofH6+xTSiXob8BxMUVca5tAPJAkoiOe9mjT6S7I8Dx0sfD4cFicTNS+Id23Lod875kelBTqoFlPeyKJ6KiJO12edoFZ5Wf1LXYPu5pSkewFQiu8YXQRkqRpGeIVZkF7kmijnUTrpAp6oe5KyZAypU9lkSOCIIamcpSXVckDFq8yG5B42jNc4GYI2AzkCRvtnPLfgNQwjHhlrV5wjP1NzzFsIjr2GgtrPO2RwR4Lj+dlHuqwIEjmIul8q08Du8Cq1J1kfvDpOJTMRAKq9Z2ep110BsiStymUpZDUjv5F2qG3L52Mb0GM6IHy8wabL4bHkxOCOE5CP/1JlPa009/MrM4z3JE5VpONrAURuPnRDPFsIrqYpz3qbQ1mXng8feQbC8vD4x2Zozyyx89pTdKJGNSSRHQkdIqPCXQr6kgFSBhdMCRQe9pVssczUQwOk8pXwAJPO6Ex0UR0Q2na0y4Jj4egmG2bhpp3MdmLY1bvac+G7PHSxFUxGtk8DMmGbiI6JU97hvQpKxLCYUj3tDOJpGh+0AuPp0HzSUjiabcVYiNgPa+JhsfTppX2+E1CeDzZ084Yw5JFOFdie9qNYpDxtDt4pUR00nkvUWePks5FFkaGxPD4xE0jtb7T2vIwSEUiamVcj12TL+rQP8VTkXQ87S42PF4lcZ1RTzt7QhD7t1J4/KDKUYpm8/gMd9hGu42EQJ9XLfO0U4noAMrTnpF72iP/piQ8PoMSIrGh+mzmZ5rWRPab51B72sWjWxQmoUwXz2T1OxgOiwqPmged7lsXz5sO61P2tMcbHm9eOaf3z6fP0y79m1Vk2HUNtezxVmR314IV3jC18Ph0ywg1sNmmla6nAkbD47X2EacLSp52MoI5xPa0iwmiqOHtV0k0pwRa8aU97QFbITYEtpes9LSz8yDrhbc8EV20fIEyhtmM5kRn09zTboFcEve0U4noWPkRCkvD+BPVG5UW7EiZYni8Sh1WhMdzKjQAkXlaPP5OY6+6WBandOSb3FCm+V/JCBbD46PzqVpIvFGnCqlDmnBR2YAXozCpRUh6ocCWUVLYRruNhEArAKNET3uE+QaZRHRECIlHvmVieLziOe3RZyxS9DIpTJM2NujweAJ6H3YispOcveoLhmSJ6GhkyzntgZBAhceredp5yXta3lilvlDyqit537VAPGnxGN305J4JR74JRsLjVQZpssPjrc5On4lJ01jQSiktylOeiC6e8PgMWQiRR47QkV1U9meiTNOJ6Ex4yaUZ42Pv2V4sY2DlyoQS6xLRycLjaaMd1ssW0WgHtZfcwUvmK2N72q032p0K4fF0RICWwWsUSnSLUaA657SbgRqdHMep9p0vEKK+iT4NkSPfWOOeokGMINU2vOXh8crh9MY97dH6VT3tsWfJgq8/GFY8JcOOBpLC9DntNjIXobCAbc2daOv1oTzfi4VVJXELOFJWa/cg2vuG0DUYAAcOi6tLsWByCbY3d2LLoXaJMpAXVdb+tbsFO4+dwZHOAQDAgD+IUFgQhdBA1Gg/1N6HUFjICAVKKzw+Fq5oDZ203fXh0TO4aEZ52vqAlvdDgRB4ZiU5QHlzdh3vwtxxhaZp3dLUgWljRgGITBiv7m4FAOw/1Qt/MCwpb29rLy6ZNSYjxgSLUFhA92Akq/6BU72YXhFpU0ffELY0dcj4zcVEMZB3leB18uhXCA/zBaQJAQMGQmJDYQFbmzqw5VC7uEDmD4bx3sF2nDelVLFvyTvvHGzD7uYu1LTtF7exAEDjyW5c99t34XU5cNb4IiyZVoZFKmVZCYFZ8Wd1hnA4jC1NHaLMU5vgdxw9gwumjraMXnZxqfFkDy6bXWG6fFo5OtoxIMpDupgkBwnEDTqjNj1264+eweLqspTxsJ5cbu0eRCgs3VqRKdEL7DgKhsPiGOcUwuPp0PZ/fHTCcD1DwTBcDh7bmjtRf6xLvB4KC9GjFDOjP9IFPd2JliscgNH5Hsn7SvJfC/RTWp5Stf3PZutTqv1oxwBeaWiJXBIE7GnpFp/Y29KD6tGjNJOnWjFiHnnrIDbuahG3evCQO3N8gTD2HOwQf79zoF38+1SPL2EdMhQWxLD442cGAQUaCGh+1fsGagtiWqz28dEzON3rAwAMDAXx7sF2cZ5VOzlGZtwryDm98Pj+oYDkXkhi5Mf+fr+5E/leF2onFOHP7x9Bc0c/OABnTyhGZVGO2B9KOrNDRf7S+SK+/vQOOHkevb6Y3mPn3ZAiKUb75ZdfjldffTUZRdtQQV1DC+55qREt3T7xWmWhF+tXzsbymsqEyyL49RsHVd97dfcpAMD7zWck1+uPdeOcH/xbZGTChA+8fhB/++B4XDRaDc3weMrzkSjqGlpw5/MN4u//+eMHcX8nK2h5etsx8feJLh9m3VUnecZPzRPfe2E3fvtmky6tdUQRiGLVo1slRkjDyR4AwI6jXZhx5yvIpTxzP//3fvxl29GMGBM0WJ7445YjotKy+2QPVj26VfYd6cm8s9+PrYc6VctXU5o7B6RG+6NvN2NGRb5q39Q1tOA7z+1C14B8geD637+vONaU3tl89JDk3a7BID482gUAeLepA799qwlFuS7cd+3cpH4n6RmxckXonYMdeH3vafG3mpJ542PbLeOzuoYWNLf3S649sOkg/rT1iKn+IGOK4E9bj+Dfe05h/crZqspOpqCuoQXrX9wt/j7eGxMUq/+wLaUyTU9ff77+JN5v7sSnaseJ1zKhT+saWnDXC7sl1+6v2yc5Lon2lNU1tGBva6/47J6WXhjF4ntfh9vJK8qFQEiA25n+/kgX9HSnuoYWbKYMRQHAontfl5ShJP+1oBY2HLlJ/8kxR5zFVx+N42cizpS/7zguXvOHBPzfy3vE319/uh53vbgb/QqnyKjSTYHVAdTw4dFufHg0tlhwyc/fkiX9u/rX74jbEwQANz7xgXhv0942XHD/prhlDfvt32uKLA509vsVn31zf2yu0foGrGynoSWv/rWnTfy7dyiEG37/PopyXfjPc8fj7zvki3T7Wnvl59DTnnYxgjR2TSkXxsfHIzoZcSzQkSW0s+EP7zTjD+80y95/cutRADG+EfMWSRafaU975O+6hhZ859ld4vWXd7bKyn5z32lUjx4luz5SYXgNf8eOHbL/d+7cCQC46qqrcO211+K6667DddddhzNnzuiUZsNK1DW04NYNO2RGdmu3D7du2GFYgGqVZQRaK2JdAwF0D8ongHhoTAaIciQIcu+HUqhPPCB9294nnRDS0QeEFta7q7em2aJDKymXhdrQEAAZDZkyJgjUeIJtEks3vVqvt1isdMSe2nNqfVPX0II1G3YoKuYE7Pcz8o4augYCWJPk70TnUQgLgmxRjT32SusYLCvGFekvpe9ppj/0ZPbukzFFNpOOxgRitJ/qGVJ9JpU8bMQAb+324aG3msTf6c6nQvqwrVfah92DAdHLxFPntL99oF113BnBgD+kyuOvZIicTQf0+PDejY24dcMOmVxR6kszY15qtGs/t6+lR/FevPrd29QChBa6BgKaJxSo0U1kZDxQGqd6Qz5eWaOl6+4+2SMpjzzLjgOluvV0aL2jGll0DQTwyOZmdPTJFxL+9uFxvLHvtOSaUu4Osr2grqFFU08/1TMke8aMLUD0CxK5QNMiTXpM6R4aEYgA8P2XGzNGF8wEGDbab7jhBvzsZz/DF77wBfzyl7/EL37xC6xZswYA0NLSgp/97Gf4yU9+gp/85CcYNcpeFUkVQmEB97zUqCjYyLV7Xmo0tHdNq6xkwSyNyQItXFgyyKpjIuHxVn6nRGHFd1ai1arxkyljAjDXJpbuZJoFbN+EwgLufnG3xhvy9/3BsKl3jNJiJdg97Ub31Ckh0XFltI/1yjciC16oPyley5SkaYBxfkglDxsJ7WYpSGd4vNE+DAuCuDXi0c1N2g8ngHs37km7nE0H9PhQQCSyyWjPmBnzdAg8OxYlvwQBL+1UNlji1e+SCbPzkBUw0g+yXCgGeJCUZ0Z3M1Juz2DAUn67v26v5LfS1otw2Nz8FTS5sMCC5LVS25IkCDCtr4xEGaUEU7vlHn30UeTk5OBPf/oTnnzyyVi4czCIV199Ff/617/w6quvIhAw77WxER+2NXdqroQJiKx+bWtWD801WlayYIbGZEFqtLOe9sTD4638Toki0e+sRquV4ycTxgRgvk003TuPd+s+Hw+U+mZbcydaNTyfSu8/ueWw4Xe0kMzvFGb21iU6bycyroz2sV75RmQB7X3IpPwOZvghVTwcT/ekMweq0T7cfbJbTA7WGUckjFG09gylXc6mA0a+g1l5Y3jMa4TH04tQgZCgmQslnfrdYWaLEKnDijnFLPT6ge1jI31ByjOjuxkdU1byWytTn5J3W8xRZXD+amxVju4wArLgxdJCR0TtOtFtapxkgi6YKTC1p11tRVsQBASDQclvG6lBW68xIWzkOaNlJQvprJ9O9sSu6CmdOWkWVn6nRGFVHWw5yaA9W8dkW6/PdBhcPHUo/W0UJFGk1bRYCXoqCSfoaacRD71m3tF61mzdmeRpT3a/xYN45HI6+9Rof3T2Byw7ZlQP6Zaz6UAy26xXtjSEWXqP/ql2hKXZ+ow+Ywa9Clu60j2O1OrnOSBk4Dmj5aXyWdNQWBAKCYKpOpX29McDWq+W5vgxv7CT7rGVKTBltKsZ4y6XC9dee634zHPPPZc4ZTYMoTzfa9lzRstKFtJZPz2JyjNUy58xCyu/U6Kwqg62nGTQnq1jsjzfi0Aoucek0bTFQ+ekBI8tUqPFSgisp92iELl46DXzjtazZuvOJE97svstHsST+TydfWq0P8pGuVNGZ7rlbDqQzDbrlU1/VS29wuj3T4d+V5TrSnodZqFWf2Q7gqD7nNHyUvmsEfBcLCpEMRFdWDBVZ4HXmhzl0vD42PVMnEeyBaaCxNQmx6GhIdx555347ne/izvvvBM+n70ikiosrCpBZaFXdf8sh0hGx4VVJYbLSjXM0Jgs0JOjWnh8Ika7ld8pUejRogc1WhMt10gdqYbZNtF0L55SlhSalPpmYVUJKgo86i8pvP/5xZMNv6OFZH6nsMzTnlh5iYwro32sV74RWVBMKcSZZLSb4YdU8XA8/ZPO7PFG+3De+CJxzilWMJCsQnm+J+1yNh0w8h14ztzRZkbHvFb2ePqn18Vrfvt06ndTFTJ6m5mHrIRuPzAf0ci3J+WZ0d2MlOvgOUv5rbLQKzlels6XQLYBhQQBC6tKMCbf2PxVPTo/bnrUFqRomXv2xGJT4yQTdMFMgWGjXRAEPPDAAxgaGsLPf/5z/OxnPxPv5ebm4rHHHsPjjz+Oxx9/HDk5OUkh1oYcDp7D+pWzAcgnF/J7/crZhhQbUlYq1RmzNCaNDqpqNiQtrHB8hVlY+Z0SBU1LvFCiVauNZpApYwIw1yaWbpfGGbeJgu0bB8/h7qvnmHrf7eRNvWOUFitBb1URIM8ebwaJjiujfaxXvhFZ8B/nThCvZVJ4vFF+SCUPGymefSSdieiM9qHLEcsef8N5E5NGz5cvqk67nE0HtOZBLvr/zUurDJdnZsxLE9EplwMAPMerfvt49TuroMRDZuchK2CkH9jLRniQlGdGdzNSbmmetRE061fOhssROzaXHk9ieHz0LPs7r5plqLxE49lI65RoASKyzay+MhJllBIMa5W33347ysvLcfvtt6O0tBQlJSW49dZbAQA9PT2YNWuW+H9PT/xJDGyYx/KaSjy0ej4qmFXUikIvHlo939T5laSseFZkvRpGSnGuC5NK5Is58dCYDEjC45mtyCFB/kw8sPI7JQpCS2GOdBVfr4WVOrSqtVFN3nIA8qhz2oHMGRMEam1im6RFt96Es3hKqfg32x80vC5etY7lNZV4ePV8zdA29vuRd5RCHfVQnOvCw0n+TtJEdNANj3dpHI9mxbjS6i8z/aEnC86ZVCxeS/fxZCzUaKeRSh42IpcrCr34zhUzxd/p7lO1Psz3OsVzqukj386eWIyHV8+PezHU6+JVefz86uREBGUDyHcY5ZHKTDJ+162YjYdWz4eLGS9FuS5Zf5oZ89qedk7y3GKV7xOvfnfxzHJDzxblupCrMRep8V0ic0qe22H6PSP9oESrlhy7aOZoSXlmdDc9+TjKZOh5ca4LtyyrUtTJP79oEpbXVEqOBZV4t6lEdABw6awKzbpGeZxYXlMpWSw3EypfWejFb2+Yr5iIjv4EDp4zPE5uWVaVMbpgJsDw17jpppvwxhtv4NJLL5Xd2759O5xOJ3iehyAIuPDCCy0l0oY+ltdU4rLZFai+YyMAwMVzeOfbF8e1OsWWRVCW78av/vNsLJhcgrPursNgMMbYE0tycN+183D979+XlbdqwQT84NNz8ZWnduBI56B4/fc3nouLZpRnxAoaHbrDetoFCxLREZC+3dbcibZeH8rzI2E/6eiD5TWV6PMF8Y2/7wQAzK4swPNfWYLtzZ14t+k0Tnb5UFnkRUmuB2X5HlQUGKNVqY3nTCrG5363FTuOngEAzBgzCv9x7gR8fvFkOHguI/pDC6RN99ftwe82N2P+hCLMGpuPp94/hk/OHoP/WlKlSfeE4hx8cs4Y/G5zMwDg0lnlqBlbiF++fgAAMLV8FLYc6gAA3LBoEi6aUY62Xh/K8jwAB/zjoxP4+4fHcdGM0ZoT2PKaSkwsycOKB96W3VtzYTW+efkMGY2kbbO/9wqGmHN5R7l5PHTDufj7jmM4fmYQHx7tAgD85vqzsbymMunfSeJp1wmP/8vNi/B/L+3GntZeyTWrxxXpr61NHdhyqB0Ah8XVpVg0pdRU+Vqy4PU9p8TnMo0XACntrd0D6Go9iqlTp6FzIJByHtYz2tddMRP/s3QK9lDnXafT005A9+Ev/r0f2w534tZPVOOBqEwApJ6y5TWVKBvlxuk+Pz577nj87YPjAAAHB1w1byxe+PikrI58jwO9QyE88cWFWFBVIpvTASAQSm7CzEzH8ppKfHy8Cw+9eQhARGbQ43d5TSWmlh/AntZerLmwGhdOHy2G6sY7b6mFELP3OEgXmG67ZBqmjM5LiMeqyvJk1+aNK8C3l88COKC9b0gs/9WGFnz5zx8BiOgHjTQPafAdKyPDAlCc68apHh9+/05kDrxqXgUEAfjnrlYAEafPzrsvBxDp17XP1ONktw93rZyF/3tpD9wODldPz8XK82bB6XRI6NSPbNCm83+e2I439sfOO59WLg8PN6O7sc/+etMBHGjr16SFRnGuCzecN0kyr3xr+Sxsa+7Euud24nBHJIns3PGFACCeMsGClh+AeiLXr1xUjd+80SQuetM6sNvpABBLOshzwH9dMBl/ePuwpIyHVs/HJ2dXqI5tTuFvepy823QaWw91YMfRbkm5NeOKFGkeqTBstP/yl7/E8ePHRaP9gQcegM/nw5e//GVcf/31WLhwIS6//HIsWLAAP/zhD3XLe+2113DvvfeipaUF06ZNw89//nNUV1erXtfDmjVr8MYbb4i/Fy9ejCeeeMJo84YFJPuyYb2yV5TjxpKpkVVfh8MBUCcGOB088jzKw6m6fFQkdIjxgi2bNjpjFFJ6/knGkW80HHxEyc8E0CHcxXkuuJ08lkwrw5JpiXlflNo4rjhHNNo/MbMcNy2dIt7LlP7QgoPnMGdsZJL0uh0g0+/ssQW69HNc7F0AmFCSiwtnjBaNdq8r9h3cDl5W3uGOfvz9w+MwkpDer6KEjy/OUeU3B89B4DiwJ1q7XU4snTEaS2eMBgBU37ERobCAcyenxiijq8ClvgAAnsRJREFUlYewoB0ev7i6VBbWl6xx5eC5pPEJoH6+bSaB0B4KFaFeaENtdWlkXkgxVPRVEfMnFYuhqwTp3NNOg/Thcztyse1w5EgjMsR5imYy7oWozPnvJVWi0Q6Oww2LJika7WMKc9Db1ocwBFV+DYY0VsJGCMKUyFTiR9JDF0wtk9yPV77QBoyW8ctxnMSLOqsyP2Gvo1Jt1eX5irIsl9LpRud7AOrIeD2xpCQj39jXJhrtqxZOwnlVJfjnrlcARPqYjNHF1aUoynXjZLcPQ4FI7xfnurGqJh+108pMyxm9ZH+VxTmya2rPGv3m9LNPvX8UQL8uLQQTS3LxjctnKJY3Ot8jGu2kLHphR8nTTuSH2vw5f2Jx9H7kNx3Rxr7j4DnFRYI5lYVw8ByClP6hJmfZZHlknLyyqwW3PrVD8qx9PrsUhsLju7q68M477+CHP/whwuEw1q5di9dffx1f/OIXMWrUKDzwwAMYO3Ysvv/97+P888/H22+/jZBG5uSjR4/ijjvuwNq1a7F582ZMnjwZ3/3ud1WvG0FDQwNeeuklbN++Hdu3b8dvf/tbYz0wTJHoQPcF5N+Pvsauzrt4Hl6XsiAlQsQlESzaoaypBsdxolHOCqmQBdnjMxUu6sDiZLeP3j7hdaZeubcCZIz7AiFR2XUZOPSZo94FIpMs/V4OfU+BL1zRSTJowCumxLta1wmUymbDiHkVHkkWQiGp8qB3BNJwmeAloYTDUO5YCT25RWQNmwMik0DaIAgxo50DHd6K6H15UlSyX1UJhH+1DPPgMOGZRBCURPTI+4PIFb0FIqOQhgqzN6V/0gaSFXO0UhH0orH0emxe8jDbH+M6tYExKJ1U49lxSJo94I84hzwq+qUR6JHKbn9gfycKeh410m1abZV4r0n5DuXy6XPaAeniFI1ctzN6X5A8D8jneg6c7IQlAPAFI/oFPUdz1JChm60mr5RsiJEeCcTCkAgqKirCs88+i9zcXAwNDWHmzJl44oknUF4e2RtTVVWFm266CS+99BJ+9rOfYcqUKZorYU1NTVi7di1WrFiBsrIyrFq1Cnv27FG9rodTpyKhhNOnT0dBQQEKCgqQm2vdcUYjEYM6RjsrYJ0OTmJ40CAMSgtor8sRl9BPJsiEwgo2K8PjMw1qK7TJQA61P05tgSfTQegeDIQRiA4Uo+NCYrQ7eMlE66X6RmkRgDxrRMFW4l1A22gPhwXF0HOWFjbcLtkIMXva9dYKjJ5rnOmgx5RVhsJwha7R7uJlz2XaAiz5xhE+jBnmZE4i4zokzkXS99UWwAn/BtW0dRhbCBzuoPtAScaK/W7RuJGEwMvC46VWOz1PWKGDKOldHpVFdHrOYufseEih6WfHLDunkL7uHwpF649fEOpFKzkZhmJ/JwqnSeeIln6kNDeo6XG86GmPHplKG9QUGSR3QZiRM4BCHhlOObfMoD/ynegpWG1Pu1ofKLXbXlSUwnB4PB8dHTk5Obj55psVnwkGgzj//PNx/vnna5Z10UUXSX43Nzdj0qRJqtf1sHPnToRCISxbtgw9PT246KKLcPfdd6OwsFD3XRvKUPa0RyY2QRBkAtbp4FWFKhEctJBWM/DTCT4aHpzs8PhMAm2UJXtRghbIOQlMwOkEGbdDgZDIA0aTWtGRBi4mxEwv8oBM+kZCWYdUjHM1Yx5QnxhZrz/tEUwFwmGp0a6XiM6qc9wzCbanXRt67EfkTiZ72okhFRZiodgcJz1nmf6XNbzU9rSKi322p10TAaoPgiEBrHpC+t2qcUN/P5a/6Z8cmGg4K4x2hWs5KgnnaD3N7VRewDUDuv/UxiwB6aPBQFBGi1noUcrOc0rRbonAbOJLLf2I7kOywEMvCkg82tQ3ihyZGhvnPMeJxnmexyE+A8jnXRo8p5xbhtgMdB3q4fFqRru83bZ8ksJcGkMNDA4OYtWqVcjPz8e3v/1t1NTUGHrP7/fj8ccfxxe/+EVD15Vw6NAhzJw5E9/+9rfBcRzuvPNO/OxnP8P//d//mWqDVkh/ukFoM0NjIu0ZGArIrg0GQgiFQorhKg4OUJMznCAgFApJwjo8Lj7j+pvIkWBQSpe4QBFtR7bAyJjhqF3AHJLbPjc1EbodXFb1JQEZ44OBEALRDeYOTp/XBAiS9vMcwCHGR/Q9QQjLyuOj3ykQkt9jMTAUVLw+6A+qvjsUUH7HwUm/E9ENAsFQSr4fLWuCoZCmxzAUCskm+GwcYwAQptupMB4yCfHMTVZCYI/7YOB2RGkTMrdPOeLhCodi+9fDYXFOCoQi/CZORQwf8JyyYkuUZr8Gv/qD6nIhWUj3mGERpJKFDAUCYG1Yq3UAQYu/GcOKo8YtZ0H9SuH/HpX5mNbp3KwhGwcPcXTbFPQN+jcZ+32+aHh8dNEgnvbTlCu9z6qufJz1qIHuOt6AvuBxquvHtP1PdAVJ+D2o8qmx4w8EEYjqthwn7RM3CaOPjq8AVbdSeHxYQeYO+AMIhULwU84BIRyCUjMi15XHIQt/IH75lGlyRgtGaTRltF9xxRV45ZVXFO/l5OTgkUcewdq1a/H1r38dmzZtMlTmgw8+iJycHHz2s581dF0Jt9xyC2655Rbx97e+9S189atfNW2079q1y9Tz6YAZGuvr6+Ou59AZudEeCgv4YMdHUIqmGxrsx749DYplnTxxDPX1HTjTGcs8yoUCCdGXDJAJZdfu3ZLrg4M+AMChpoPwdLtTTlei0Bozh9uGxL97enqS+k3OtPeJf7e1HEd9fUfS6koWjvVEFIi+wSG0d0aS6rWcPIH6+jOa7w35hnC4ab/4+/SpVuzf2y3+bms5Lv7dcrIF9fW9kvePnYiMwe7ePt1vtP/QgOL14y1tqK8fUrzX71c2fIL+IUl9xJjc3diIM/mWrfmqooXKBL+7sRFtbcptAyLyzucbkl3LRhxsjbWjcXcDcrMgMiVd8+epfuUFJ4IDe3bjuIvH6YGYUnSo6QAcZzJHlnd0RObGky2tos3WuLsB/b2R8d98+AjqudPigvK+vdJtgwf27VUs1zcQSX518FAz6oOtis/sP9CEgv4TCbchHmSKztXW3iX+/dHHu1DgkfLbYFSuNB08AK7T/FFmLA62+8W/m5ubUeyLJRHs7IzNCz6fD/upb3u4uQn5/bG5Ih60tfXKrnWePoX6+j7Z9TODMZ7pOSOdr1m6jaCpI9bugwf2wd8m7UtaXpOx23I6kqAx4OsH4IlrzNAGkdKc0HFa2ienWk+ivr5b9ly86OulvungoO68NNDTpfpMX2+M1mNHj6BeaIPfFzuVqaenW3x3MBCb1z+q/xj90d8cpIs3e/c2AgDCoTDq6+tx5Gi/eC/AGJOCEEZb22mw2LM/IkdoXWLnrp1ifgCfzxe7vvNjRW97S59clh89dgL19V2y62aQKXLGCpjSuvr6Ikz9xS9+EU888QQefPBBAJEwlhMnTqChoQHHjx/HHXfcYai8LVu24KmnnsIzzzwDl8ule90oSkpK0NXVBb/fD7fb+MQ8d+7ctGS/NYJQKIRdu3bp0/i3OvHP2trauOsLHjkDQG5UzZgdjaD4xynJ9aKCApx7di3w7KuydyZPmoTa2nGobNkLHDwceX5UXkL0JQPOF/8NhEKYOWsW8ErsyCyn2wNgANOnTUMtdX5ypsPImAkePgO8FTmmr6S4KKnf5KOBw8CuiAIyvXoKaueMSVpdyUJp5wDw6mYEBR55+QUATqNq0kTU1o5XfiHKj26PB2fPnQP8azMAYML4cThrbiWw8U0AwIzqKmBbPQCgorIStbXSEzPO5JwG3vsQHm+O7jeqHzgMoEd2Pa+wGLW18xTf6ez3Ay/IF1rz83Il9blefh0IBDBj5kxUjx6lSYcVeKVlL7AvokDMmjUL7585Ahw8qvhsbW0tHHVvABiSXMtG9Bw4Dbz9IQCg9qx5YqKgTIThuSlJOHFmENj4lur9BfNr4XTwaO32Af98EwAwc8YMzB2XOdvnyo83Ak1HMbp8DLAncvRYzdy5KD6wC2g9jXHjJ6C2dgLw/L+AkICaObOBVzaL78+dMxuo2ywrt7gwHzjdgXETJqK2dpxEPyCYMKkq5bI43WOGRd7eegCRRY1Zs+dEMqVTIHJl1swZmDO2IOH6wkfPAG9E5t1pU6tRS2VYLz20CzgcWUTJyfFiXs0c4JXI+J4+bRpqo8fNxYt/n9oH7GuWXJsyaTxqa+VbUXsGA8DLrwMAxlWOAQ7E3quunoLa6aNN1c0d6wI2bQUA1MyehSmjR6nqrPnb3wfaz8CZkwdgCKNLigDEp6e7XtkEDPlldRC8e6YJaIwdtTh5wgTU1k40VYcWyvZ9DByPpN7PzY3OqQq8SDC2YjRqa2cr3itu2AG0tEXonDwZtXMrUbB1C9AVWRgoKorpcYP+EPD8vwEAc+bOjX7Pt+DkuUjUTtRwnztnDvDymwgj0j/1A4eBj6KLRRwPUFGBTgeP0tIy2TxcOX4ias8aizMDMV1ifm2tGM6f+/a7QHdkwWH+2Wcrtq2i2we88qbkWnlFJWprpyg+r4dMkzNaILTqwZQmQAzgnp6IQvjMM89gxYoVCIVCGDNmDBYtWoQLL7wQRUVFumUdO3YMa9euxV133YWpU6fqXtfC//7v/2L16tU499xzAURW0srKykwZ7EDkGLNM/7BmaEykLX6VPXD+cCyTNQ2ng4fTqTycXE4eDocDLoqeHHfm9TXZQ8VxPDguFqUmREOTnc7Mo9kItMaMi9onFjmWL3nty/PEFuDyvK6s7Ms8b0SmDAZiodhuA+OC4zjkemPtdzkdcLti/OKh/uZ5XlaeO7rnPRgWdOtiz1on8AfV3xVUdv05HdIxQSZgjpPTmAxI6OJ42ZFuNBwOB9imZ+MYAwCepxITOp1Z0Y50zZ9OnXwQHneE72hZ58owWc5H0yzT493lcMDBx647HA4xPN7pdMLJc6IM8qgs6riifSMI6rKdlJ0OZIrONRSkEm8p9AeRK1aNG7oMJ9MHPJVym+c4ydxgRf28gv6W61Gej/O8sfFI06FEtxG4nPScJ69T0g/RuYYkOIssXIbjGjOSY9AU3nUxMsRq+cDmDtIrO9etrh/RuQDIN6Cv0eVLfJ4cDy76HEcruICou4eFSP/QcojdTsGBg6CgLgxF9QuOGr8up4PSq7W/AQCM8sptNkJTIsgUOWMF4lq+J8awy+XCunXrTL/v8/mwZs0aXHLJJbjsssvQ3x/xpDgcDsXrubm54DgOfX198Hg8Mu/79OnTce+992LdunXo6urCz3/+c6xatSqeptmIwhdQDpf1+cOAwlqI1vFt4pFvdLbsDExER59pGUlJFwHZfjYcE0LRCzDJzuZPJxnxOjM/3FcJdBsGosqEkaQ1HKRjXhAESd/rZQg3kz1ejXe1EtEFVBPRscmHIv+mKku7NOGlcoZ7Gqk6ii7ZoBWlTEualmkw2j+0/M647PFcbO4hkCSiI+csk4RoHAe3k0cwKoO0zpUGIJ504XJwCDArW1p5IkYKJCfjKCx6kv63LBEd9TdbJDs01ZKMxV23QiFq+pjLwYmJx1w8BwfPxY6/i4OH6HnOoTNvkr4m82xkT3t8Y1WPVlZ/tTwRHV2eoezxRhPRyctXOy40HBZEO53nOAShPMewWeZlc65uIjrqUYXj6bTgUWi3mm4yUpGWmLt33nkHBw8exMGDB/HMM8+I1++44w7F66+//jrGjx+Pq6++GnfccQcuvfRSSXk333wzjh8/jptvvhl5eXlYtWoV1qxZk7L2ZCoEQYjbEFM9NioYUhRoWplAxSPf6GzZGbhHM6Y4SVci6SN4hhskx8kk+8g3jeNjsgU03SRBjl4WXAK6/cGwYEoxEI9uStI57UpJYQB51lsxy3WK9HzpebH62eGHyzntNIbjYqGVMNo9EmU3w7qUkEYbjBzHUee0s3NRxIghBo1S9BsQM0ZIuW4HL+5RJQYYa8SPREiPs5ULt0QMVSXQeplWRniO4yTzhBVfilMwn9QW0TmOg9flwIA/BKeDjyQmRWwMmoXkyDedAkhfkzEemXu181eol6V9n53ntJxQ8UB65Jv+81r6ES+RY8Qhpux8ofs7RJ365OA5gFIHaJpCYUGSt4qdU9n98AS+aDLHRBa4PE5plCtgH0nJIi1G+6WXXop9+/Yp3rvxxhtV31NLbudyufCjH/0IP/rRjyyhL5vgD4bx5JbDONI5gEkl0rPpv/6XHZHsoxyHyiIvSnI9KMv3oKLAi4VVJVKGDgvY1tyJ1u5BtPcN4b1DyknCfvTPRkxg6gGAUz0+vHugXfEdUemkMtye6BqEPxiWHSOSTpDuIJ52AjKh7zrRhdljC4aV58vFZDRPbl2xb73/VC9qxhVmXV/yXMzz0NEX2TutZnzTk92gPySZiA6d7pOsZjeejCWqOdo5gFBYUFxRP9Xjw81/3I4xBV7Mn1iMyqIcCS+HwgIOt8eSyNBoPNGFzzz0HsYX5+CaeWNxsL0fRzr7IyvrKvPiiTODePdgOxZNKY2E3Sl4BNXgD4bxx/easa25EwNDQZTlezG+JAfnV5dhweQSvN/UgWc/Oo4BfwgLJpdg9aJJ2HHkDN5tOo0TZwbBcRz2U0mTwoL8OEYaobAAP3Pyw5amDpmsywbQY+f95s6sbEPKoDMUyRigH/v4WBemlednTJ+Go9S91xSbQ2lPe8xoJ/c4iez+8HCnYrln+iP7eA+29SEUFuB28uiPGkE8Inr7vtYembxJF0JhAVubOrDlUDsADourS0XZk8z6DnfEZOYQlUme6EVqx2jGC6mnXaqHtfXGEnZBEMBTT+863oX5E4sT6g+ldYfDHf2KYyAUFkSD9kTXAGhP956WHpxn8tvQ80z9sS5cMkuaS4GW16RfOvoj8+z+Uz0IjE08CaDSnMAunDRF+cWqcUcX09IVmVO10NrtU/0eHdT42Nfag4tnlqPHRyWOFqQLfyRq9NebDuD4mUjCumA4LFkA//BILJFuWNCOvgmFBTSflusY9Ue78O6BdnQMkJwygqQNRta7IhEdPPyUob63pQePbm5C12AAXApkQqaDE5SWTFRwySWX4PXXX8fnPvc5PP3007j44osNZ4nPZIRCIdTX10cSGWXovgclGu/d2IhH327WDRlVQmWhF+tXzsbymkrUNbTgnpca0dLt038xDjzy+XOw40gnfre5WaI48Rxw89IqrFuhnHAj1Vj4w9fQ1juEf379Anz6N+9JBAcB3W+ZDiPjurm9Hxf99E0AwLVnj8PP/7M2KbTUNbTgjn80RBKeRZFNfQlAlU++clE1vnn5TN1n2fNN1c47BeT8+b9/rVcNeyfPAkgaHxflunDftXPxfy814mS3Dy9+dQnmjS9Sff7ejY0yfk8Ud145C681tmFrs/KCYmWhV7Ht2TjO1j23C2cGYopYJrchnfNnXUML1r+wG6d6lU9FICjKdQEC0DWYeX2qxiv/tWQyugcCeO6jE7hjxUz8zwVTMOWOjQCAn3xmHr7z7E5ZDgctFOW60D0QUOTJVPeF0pipa2jBd57bha4B6ck1RPZYTZtaffleJ37ymUjCTlaejh7lwfc/NSdhWnYd78bKX78DAPj7msU4d3KJ6pxR4HVZOm5//q99eGDTQdl1tlwjeqEZWuoaWnDn8w1o74vpAEW5Lln/kzJ/+M89OHZmUHKPB3DT0sn47pVzdOuj6/3yUzskcy07v97+zMeiR5+mzYpxV9fQgq8/XQ9/0JzHWOl7KI1X1jPtdfH45X/Wim1bs2GHqXof+Fwt7vhHA/pUjo6Ntw1XPfg2Gk5E8qEdvu9K2bNm7BCj3yYbbDsCo7QacnM2NzfjqaeeEkMi/H6/zhs2ko17Nzbikc3xGewA0NLtw60bduDejY24dcOOpBnsAPDQmwfxiIJSEhaARzY3496NjUmr2wzIyq4gqHsSW6P9VtfQkkrSkganxmqzVahraMGtG3ZIDHYgu/qStEGJT37zRpOkDWrPsryqxbutFH+u2bBD1WAHIry8ZsMOrEkiH3cNBCR0aNFOZJPVQbc/+OceVYMdgGrbW7JwnJ1hFLNs4pVUgfSVnsEORMYvbfgAmdGnWrzy+LuH0RCNwAmGpVEm3/q7OYMdiPSB2ivp5hFiXLAGCRCTPVbSplVfry+oKk9P9w1Z0k+015HnOc05w+pxe1DBS8qWqzXfxUMLKY822AEo9n9rdD5jDXYg4ud/9O3DhnVGUi87X7HzK2uwE9oSHXdknJk12GkayfdQG6+squoLhCVtM4uvP11vicEOSNugtC2DwOh4I0iGTMgWGDLaT548iUceeQQdHR149913sWzZsmTTZUMD/mAYj77drP+gDgQAj75tvXLNov5Yt+b9R99ujkuoWQ1is/qDYdWEX+TqPS81Dov9sy6Te63MIhQWcM9LjYpjLFv6UqsNBKQNRp41AiH6/yObE+dzK9E9GFG61L6XPxjG7zKMZoJsHmfZwiupghV8lu4+NTKP7z8VOWY3HBYkyR+TRW06+iIUFnD3i7t1n7OKNqP1pYIWIGJ0mRnLiYzbUFjA5v3yM7bpcu9+cTfuftEYPUZoMcurRp4zojPqyVMBMDRXxfutEx1n9PdY/4K5coy2Ldmgx4fal01Elo/E+dCQ0b5kyRK89tprWLNmDb7yla+IHndybruN1OLJLYfj9rCzyITxHhYibUo3iKd590ntRQYBEc/EtmblfYTZBMm+riRkZ9rW3Km5epoNfanXBiDWBiPPZjOId09tV9WTWw4nfREwHgyHcZYNbUgVrOKzdPapmXk8FJZ71KxGuvpiW3MnWnv0oyWsos1ofWqwop/oqXZvS4/psRwvDduaOzW9qAKA1p4htPYYp0ePlmTMiUZ0RiP1GmGpeL91ouMMiH0PI9FESu9mAsj46B9SzguRyPgYifOh4UR0brcbt956Ky6++GJ8/etfx1lnnYX169cnkzYbKjjSOZBuEixHJrQplvjE2PYPScKYLIUkEV0SXO1G+yiT+3I4tMFqqBkbmcDHWsjkb2SPM+Owug/S0admeCWkk4TRSqS6L8zUZwVtVrUvkXLoUGE2/D2ZNCTz26qVnaw69fjHynrjKcuW01KoJbdLtJ9GWj+bzh4/Y8YMPPXUUyguLs74jf3DFWyW+OGATGgTsVmLcoxlKC3P9yaRmtTA7FEkZmG0jzK5L4dDG6yGWkhaJvCxFjL5G9njzDis7oN09KkZXgmHhZSFgaa6L8zUZwVtVrUvkXLoE/pK89wpoyGZ31at7GTVqcc/VtYbT1m2nJaC3opJI9F+Gmn9HNd5W2VlZbbBnkZ8fvFkywysTDg1gecibUo3iKd5xph8jZQZkeNaKgsjx+ZlO+hEdMk4D3phVQkqC72q/ZkNfanXBiDWBiPPZjPIeFELj//84skZ2fbhMM6yoQ2pglV8ls4+NTKPk9sRT7v8upVIV18srCpBRYFH9zmraDNanxqs6Cfa0z5vfJHpsRwvDQurSjDKo+6r4wBUFESOBTZKjx4tyZgTjeiMRuo1QlO83zrRcQbEvseYfPPlZMo8TMZHnsq4S2R8jMT50LDR7vf78aUvfUl2/emnn8Yf/vAHPP7443j88cfxxBNP4OOPP7aUSBtSuJ08bl5alXA5HCJHriWbuRdMLtK8f/PSqow4r13c081x8LiU6SF9tX7l7GFxTiRttHNJMNodPCceR8aWni19qdUGAtIGI88aARf9/5Zl5vg82b04JqqEqDn93E4eXzJJc6qQzeMsW3glVbCCz9Ldp0bm8bnjCgBEPO3sQlkyKE5HXzh4DndfrX+El1W0Ga1PCVaNGXqqdTnMjeVEaHDwHC6eOVqz3LuvnoO7rzZGjxFazPKqkWeM6Ix68pQDDM1V8X7rRMYZIP0e91xjrhyjbUs26PGhljMpEVk+EudDw5aSy+XCwYPysx2feuopnDx5EsePH8fx48dx5MgRrFu3zlIibcixbsVs3LIsfoO7stCLh1bPx7oVs/HQ6vmoLExeiMl3r5yDW5ZVybwKPBcxSjLlnHZCX1gQ4FYJ5amI9lu6z/a1CslORAcAy2sq8dDq+ahgxlg29aVaGwDg7qul59SqPas0/tVQQfHnw6vnI9etHtlUWejFw6vn42EV+qxAca4LD6+ej8KcSChnSGN/LZFNVuMbn5wuGjFK8KostFUOg3GWTbySKmjxJIuiXFfkrHYKmdCnhFeUZMGXllZh8dQyAJEj3+jw+N9cb57Xi3JdUBPx6eaR5TWVeHj1fBTlyL1xRPZYSZtYX658K1yexyHK03LGwznGon6iPwPHcapj2cHD8nE7o0JZhtLlGuUto7SolafGlw+vno9p5aNk5fAAbl462bDOqCdPyfyqFH1gxbgj4yxHYW7SU7fY76E2Xtlyct0OSdvUoFb/vdfOhcciJxrdBq32mpHlQHJkQrbA8J52juNET9wjjzwCp9OJxYsXAwC+973vSZ791a9+hUAgAJfL2N5gG/Fh3YrZ6Oj34+8fngAAzKrMx56WXt33qkfn4V//70LRYFteU4nLZleg+o6NsmcvnVWOK2oq0dk/hM4BPx5+85BiVsqr5lVi1YKJAAe09w3hV68dwKH2yHmgDo7DuhWzsfaTM/HklsM40jmASSW5+PziyRnhYScgRmtYEGRe56IcFx5afQ4WVpUMq5U9juPgcnAIhASorFNYAjLGtjV3oq3Xh/J8b9b1JWnDTU9sw5v728Xrl8wco/os3d5zJhXjwyNnFH+X5XlE3mH7hpT13oF2PPvRcTS39+Hj4z2YUJyDH3/mLMmzl82uwJz1dfAFwvjZZ+ahoigHbT0+tPX60HiyB2/sa0OPLwQHAKVcrjPKc/EfM9xo54vR0j2EccU5OL+6DIumlMLBc/j1G5GFW72kWOtWzAbHcXj4rUMYX+RF2Sg36o/3IMfF4/c3LsCJMwP41rO7xOcvnF6Gh1efi4t/9gZaupUz5Z43pRQfHDkDAPiPc8fjmQ+OS+5PLx+FnSd6sHJeJWonFKFkVCTMM1vHWTbzSqpA+oqMeQD48XVz4XLw6Oz3S8YAgIzsUzI3Xvvbd9Fwske8fseVs/Hjur0AIjkk6OiWFfMqcXlNbIyU5XkQFgRsOdSOk10+jCvOwaKqUrx98DR+t7kZZ40vxHNfXoIl972O1p4h3H7ZdOw+2Y1Xd5/CoqoSPHXzorT3xfKaSiyYXIJzfvCaeO3H183DdeeMTwpt4ti56xX4ggLyPQ70DoXwg2tqRGNgZkUBPvHTN8V33vzGJ+B1Jb41lFYvWDn/tT/vwMaGVgDAWeOL8Lc15yd13P7o0zWoKhslK1dJDt32lx1oi561/sf/XoALpo42TIuaXAOU+fLfjW040BY5oap2QiGunFuBuTlnsGD+TFPt05Ony2sqUZLnwX88sgUAcNGM0fifpVPEOS9RLK+pRHufH3c+3wAAOGt8Ib61fCYWTC7BtuYOrP7DNtk7v/iPs3B17TjF77G1qQNbDrUD4LC4uhQLJpfgtqc/wivRMXN17Vhx/C6vqUSui8dAQJoErqLAg83fuliij3zhsfcRCAlYNn00FkwuxjsHO0y1syTPhTmVBXg7+l5pngvvfPtisQ16PUna97nfbcH2w2fE6zT95fke/OI/ay37NtkI04noAOCJJ57AggULkJeXJ16777774HQ6UVZWhttuu80yAm3oITZwy/O92NPSC57TPsot3+uSDXg1Blg2fTSuO2e8+PuprUfR45MfGTJ3XCGWTCsTfz/+7mHxb5J0xe3kcdPSKVqNSStiRrt8z+7ofA8WV5emg6ykw8FHjPZkedrperK9Dx08h0mleQBiRrvTodxvSu3V+61V79IZo7F0xmi8c6Adq//wPnLdTtn7Dp5DMHou25Jpo2Ur1zc9sR2v722DwEHxTJjS/BzUVrhQWztDMW8JyXugtqedBln4+uScSnx+8SRc9NM34eB5LJlahqfePyJ59txJJchxO5DjcgJQNtrDlOFSVSb3whzuiGQTXl5TiSvnZfcK/HDglVTBwXPwOB2i0X7O5BJUj5aPD8A4v6UabiePGRUFotFOpmMyL4eFWHg8fY9tz9Lp0tDnbl8kM7nH5YCD50SWv3hmOSoKvHh19ynkepwZowD7Q1LjYvbYgqTS5uA5kOO+xxblYt+pXvFYS0AuItUi8MyDjnCT0jOuOIe6x1kuC9hp/sp5Y1GoknyXrTtIdciyaaNNb6lTa4vSNbpfLp9Tif9eMhn19d2m6tOrl4D2LF9RU4klU8tUn40H9LhZMrVMLH/RFGWazp2svDDj4DksmVYm0bUBYDw1ZpzMe0rH2Y/yuuB28pI+IXpgOCxgSOklHTh4HuUFMTq8LqlcMTJWHDwnTyxHvTemwGv5t8k2xJ2I7pprrpFce/XVVzF69Gi8/PLLlhBmwxiC1CRHzt+00nvt5KVlqa0yO5nJjGbWTFEI9ECaGtk/KL2nlkRjOMAVbXgy9rQPR7A8kOrxneOOfC9fUO4rD4TCCEYtW6VwcbLAoLaox074LMgYCRmY08PRShx8jBZfIBT9V1oAIUcr7F5AbLHApbBQQhYTaQXGxsgAPR6SkVAzFaDbQPiMF/lNEHnDjLzxOiOyaijKd4S9eCpvC+HJTAArF5JNGy0v872ROT5EHU0VZASdVcei0sWwi+X0PJyMoczWZ6ZJAcqYS7a+QI9zJXlvJeiF92TM53T5OZT+oNaHao4ANdDjkmN82uxCGKD8zWML8nI+NAKfPyQZr4zpYHgrL9t2PzXmUnWCRibDkHU3ODiI1157TfOZkpIS3HjjjYY8MDasQ4AaxH1RpdW61WA5A+Wo7K1lhSqtOGWLEuWgwuPZUayVcTXbQb5xMsPjhxM8jNHuYmenZNcfVcSVFFr6mtICG7u4xkJPOaLzPuiBTLA8z4mKSjAsIBAKy2gn5WlNymEhtq9Xa3HBNtpHHujF5WRHDCUL9Fyr5GknrGHGWCIygCjhpAyep+9lktEupWUwybTR9Y2KGu0BytVO/20l6G/ILgTQn5c1wCypm/lthl+GjKzWWgS6j/QWkxMFfRyZWYPZCOiFAHpeVmsW6yzTLZ+Tyw4tKH1zcYFQEOKSCb5gSOLsilfvZ9sepHQCI3rHcIehkbFz505885vf1HzG9tKlByFqUol52q07jo9V4r0qZbOMRv+0anU62eBEo10uHIa30R75WNmq7KYaOYwxnIxJXrP+6MLZoF8+sRIll+OgmEwmUeWHKB9GFmdFzyDHSRQVXyAkUwpIcWGtlXSKLx0qiw85LgdKEjj32EZ2QmLwZuniIz2HEmON8FsoLIi8YYaFSVTOoOhpJ2XEFtIG4/CqJQuskR6Px88M6PLz3JE5nvauJ8uzR39C9ntKDPUkTC3sNG/GsxxIodFOi3i9xeZE4UxyZCi9KEBHwKl62uM4FUCvTBqKRju1QBjPYlkgJEiiVOQRJMbK0XIc2J52g0b72WefjS1btmg+IwgC/H6/JUTZMI4gxSS9ZP9aHOHxasLYwYbHq3jaWSFDKyBZ42mnFSTGKBnO4fHk29kLb8bAhp2bXRVPvP6oh0xh39lQVAn1OHnF76lHa1BnUowvPJ6TyCRfICxbcDASHh9ZTIv87VJRasYX59jjeASCnn+ydfFRevxm5N/YnEQtWJloHxuVE6b2xRM5MmR72uF18eLCDy0DA+HkGKmSMGKNcPVk+DtY770Zdkmlo5NPoac92fqqmqddlR6z4fEmt1QoqQGEREEQ4l4sG5Jsn5DeMxo1orVooqUfjBQY0jbdbje8Xu1U/KdOncI111yDkpKRddB9uhFQ9LRrf1al1Sq1cBhWOfaqlM0KGT7JK5fJAC202C4a5bEueiHTIIbHZ6mym2qk29NOeNAfDMt4mSi5LI0EeuHveivZZsLjg+GYV4/jOMm+dnY/viCGx6uXFxZi3kY1z4sdGj8yQY+HrDXaFdrgEBfJwrHQdhPtE6NyRKOd3KE97ZlrtCc7dN9HyUtiuNFGezBZ4fGSRHSs0a6+P9mSupkiM5VfJEZ7sj3tSd7TTs+7Rox2l8n2ml20VNL1eGpBPl6+o2WJrB8Ne9rV264ZiTdCEJf78ODBg1i7di2+853viNfeeecdy4iyYRwhyX6PyL9OngPHqa+KKu+FVdaWWWFpOBEdxaDZYrSLXkQqUy8B2e82HEH2ZGfJZ0o7WB5ItheABZ1XYigYQq47NjZjniM1PtWmVW8PJ73HVg/kGdI/Xlckw3ckPJ5JRBctLqTh2RIUymQxvjhXly4bww8SpTVLw+Oliegi/5LF75AQm+vN2FgxbzrZ00572jM/EV2yowBIfV6XQ+x/OjyeTUSXDMhsG07572QhUxfraeMzlYnokrOnPSaU1BbUpc+b9LRLEtHpQykajQ6Pj9topyLoZOHxBsvQ0qf0IgFHAuKyRDZt2gSPxwOv14unnnoKO3fulD0zb968hImzoQ+lsHang4eD4xBUUayVVtbVmJRlIDWBwz6XjdnjY4no5Nm1h3N4PPk+2ZJ7IN2gDWIHz6U8HJvOKzHoZ432iDxQ51O98HhtJTV2LKK5RHSEpi4EMBgISfbeCwJAUj/qJaITFyZVFKsJJbanfSRCmsQtO+WYQ8FbRpoVOdHEfPZ4Igf8oUhUDp093uWS7nfPBLDbZpJNGx2ZRPpV4mlPgZGQ6uzx7HyVqezCHoWXTEjySSShQ+iIVUPh8QnsaTeixyk9Qq75g+G4x73Slj2zcGgsmtiedhNGeyAQgM/nAwBUVsbOwB07dizuvPNO8NFBHw6HEQgE8Morr1hMqg0lKDGXk+eiE4HyAFfyqqsa7WwiOoVjpEidNOiJKFuUKCK3I+HxdiI6G8qgeSDVXnYgMim7nTz8wbBskiRKKJvhnkCPXr1wUNFoNzA3k/VEolDQmayJBy3X5UC/PyQa45pzskB72tXC421P+0iEYxhkj6fDQkkLpHlWItfMtI+WVb5AiPK0cxJ+FAQhI3JBsNtmkp+ILiYvSf/TMlBvETNe0OfTyLLHS/5OQng8/TeXubls6H5Jdt4YiZ6bBLtQuqddvy1mvwkdLWHkTaVFECJXBhQS3BoFHRnDLsAbTkSn8a3tPe0mjHan04kHH3xQdv2RRx6xlCAb5qAUvuV0cBEDVIX3lAx0tRVtVliqH/nGZI+nj3zLEg8ufSYuKxuGs9FOQs+y5DOlHfRKudm9Z5bRQIx2lT2gOWqLazr06q2wkzFiZPJkE2fRR0yJHi63E/3+EBUer+dp1wuPtz3tIxESr1yGGiF6UEpEFwuPF6jweBNGu1N6agPhM46TGg9DwbAhD2CywRrpqfK0e1282P908rlkHflGi09WlJlNKmYWXJbwSirD42lDUX7gb+JwSrLHW89nkvB4A99UafqOGe3BuOmg+ZV1fBldgNLanpDCwwsyFoYtEY7jMH/+fPG33+/H7bffjl//+teS5wYHB/HMM8/gxhtvtI5KGyJCYQHbDnegrdeH8nyvYnh890BAM8tn/1AQ7x5sx6IppaJBPTCkkoiOPX9dRVnWYrRMnhgIQmEBPYOR7Ptv7G2T3T/WOYBQWMiaBQijCIUFDEaF9LEzw7ONVsNNTcCBUEjGS8lGKCyAiyoWX9nwIUpHeTB3XCGK89zY3twBADjV41OkS8/T3jPoR0hQN3zJxG7oyDcqPD4UFhAIRWTMi/UncLCtDwDEdojh8RrlPvvhcbR2RaK91ARcZaFttI9ESDxNWbqn3SmRKwK2NHWIfHbizAD+/uFRAMCgXz5/q0FAhOeDYQFPvNcMf9STLUC64Pj2gdO4eOYYAMB7B9rx7EfHMeAPYcHkEtx4/mTN5LahsICtTR14t+k0TpwZBMdxGFecg/Ory1Rp9AfDeGl/H54/thsTS/IwvTwfW5rbsXFXq+S5N/acQp8vgLMnFKOyKAcLq0pMy9lQWMC25k5RZzpnUjE+PHIGbb0+7GvtAQD0+YJo6R4EANTtasGprkHMHluIk12DkrK2NHXERQMLWm/78MgZLJ02Wiwz2eoSXbyZqA12QTXZugJddLIT0dHdsLelBxdOL7e0bXRJe1t7MauyAI7ovGgFaPWbbota+Urb2zgucu3NfXL91yiIDg3Ip2haZ9DiI81EdAp00/xdlucBOKC9byjC6xML42hFZsOw0T40NASPxwMgYrA7nU40NTVh7969aGxsxGWXXYb8/Hy89dZbaG5uThrBIxlbj/vwlVffRGvPkHhNSa4cau/XLEcAcMPv30dRrgv3XTsXAPCNZ+R5CQBgW3Mnzp0cORHg3o2NeGrrUcXntARcpicGqmtowT0vNaKlO2IQvLSzRfbML147gMffO4z7rp2L5TWVsvvZCLbdG7Yexet72rB+5exh00arUdfQgm/+PcYrQ0FBwkvJ7re6hhbc/szHYgjb3lN9wKk+vNvUIXnuRJdPkS69JDvHzvhw6z/9+L67FSvmjZPdjyWr0aeVGOD7Wntwwf2bxHH29x0nxGdO90WOCT10OiKztPasbWyIKfT/8+SHis9c9ou3hhWP2jCGbNyOxWJ/a6/492AghFWPbhWV/caWXjS2RO73+0OGZA6R7yR65sFNTeK9qx54W+Kdu/lPH6Io14UBfwh+asvNvxpP4Uev7MGXllZh3YrZinV857ld6BoIyO795o0mRRrv3diIR99ujsqQPs0+2XuqD3tP9eHJqN5RWeg1NT+xcxwQ0ZlYMXOgrQ8HoguJRzoHcaRzEM9/LNcDVj261TQNSjR97/kG8fcXH98uKZOXGGBJCI+Pw5NP+pHGBfdvSqqukKoj3+oaWnA31bYfv7ofT249alnb6hpacCf1vb/xt4/xs3/tw9VnVeJFhTEWD6T5MGL1st+MgB3/dQ0taOmO2BVPquj4RnCGkgP0AnxdQwt2HO0Sf2vxkeaRbwzhSvxNo6LAg8/PyUFtrYlGZDgMm1NnnXUWZs2ahVmzZuETn/gEeJ6H0+nEiRMn8MILL+D666/HT37yE/zpT3/Cl770pWTSPCLx6u5W/GRLl8RgB4wpz2roGghgzYYdWLNhB/pUQmJ+/Oo+1DW04N6NjXhkc7Nq4NDT29QZPdXnWJtBXUMLbt2wQ5XpaZD+qmuwRtCmE2rtbu324dZh0karUdfQgjUbdqDXJ+eVVIwNUr+ZPWcsXUbC+TsGw/jKn+sV2yKGxxsQPKFoaOkzHxzX5a9/N55CXUNLwomfhhOP2jCObAn5VUNdQwv++sEx2XUtbtAa63rzWo8vKDO0uwYCEoNdpEEAHtncjHs3Sg0AIo+UDHY1GokeES+bt5iYn9T6IFHnZiJzJKGJLFYqlSkxqhMjVRESXjFgDKdLV+BNRIjFC9K21iS1jZTfznzvlm4fHtncrMqfZutlc3ro8f+ZgRg95FmrvP4E5AhqUr6fiQpW62Otb00v6hvR3U/1DOEnW7rw6u5W1WeyDYatqXnz5uHOO+/E+vXrMWHCBMm9T3/60/jHP/6Bjz76CENDQxgzZozlhI5khMIC/u/lPWmrf/0LDXj0be3oiZd3tihO+EDmetpDYQH3vNRoegfTPS81Wi7gUgmtdpNr2d5GqxEKC7j7xd26zyWr30JhAetfaNB/UAWELjP2jFJbzITHm03iZKR/jcIevyMLyd4HnEwQeRwv2LEe77ymh0ffbhbneKPykKZx0B/S1SPMlKfF38nqAyD+OdLovEvvqU7Knnbqb72olHTqCskOj0922xIZg2brpbtHEPTrPdk1iFBYSCqfdPX74Q+GTfexlmOBeO+N0k3uf/+fe4eNPmCYEziOg9PphMPhkKwECoKAl19+GTfccAM+8YlP4DOf+QzuvffepBA7UrGtuVPmYU8lTvX6dVenwwLw5JbDivcy1fOxrbnTkIedRUu3D9uaO5NAUWqg124B2d9Gq2GUB5PVb9uaO3Gq16//oAoIXeweTTWojQEz4fGdfebotVLG2eN3ZIFeGM628Ph45yECdqwnWp4a6DnerE7S0u3DjzY2JuzlBozNT8nqAzM0mKWJlHniTExGJ2Ukm1jgSqeukOzw+GS3LZExaLZeuq9aun269QZCkX3gyeSTUFRemO1jregPEolnlu7hpA8kvHzlcrlQW1uLJ554AmeffTY+9alPITfXPnbHSrT1Jm/ysRJHOgcUr2dqYrNE+jVbvokSjNKezW20Gmb6Ihn9ZkWZbb0++PzmvN9svfQJC3oYDKb3/Gd7/I4cZONpJQRW8baV5amBzPHx1HG4Q1k/iBdaNKSK95MxL/RTSYGTsqed+luPV9KpK0gSqCYhe3yy25Zon5h5n+6rfoPb59p6fUnnEzWbQIkWAq2TAkh4fDx0Dxd9IKFzrNra2vDaa68BAH70ox9h165dGD9+vG20W4zyfG+6STCESSXK3z1TzwFNpF+z5ZsowSjt2dxGq2GmL5LRb1aUWZ7vRUGOOZHP1kt0A6UsrizScYY9DXv8jhwoJWLKFljF21aWpwYyx8dTx+TSXLx9wDpatGhIFe8nY14o8MZkdLL3tOtFpaRTV6BJS8bRqsluW6J9YuZ9Wv7lGzyeOBU8omYTsKBp0cqBRcLj46F9uOgDCXFCXl4eSkpK4PF48NFHH2HFihUoKCjA0qVLraLPBoCFVSWoKPCkrf4x+W5dRYjngM8vnpwSeqzCwqoSVBaaZ+TKQi8WVpUkgaLUgLRb7ZNyyP42Wg2jPJisfltYVYIx+e643yd0TRszytDzamPAIe5p1y8j32t2gSD+9rGwx+/IgnRPe3ZZ7fHOQwTsWE+0PDXQc7xZnaSy0Is7Vsy2ZEHFyPykN8elggazNJEyJ5bGDJ3k7Gk3ftJCOnUFR5LD45PdtkTGoNl66e84vjhHt14nz2FhVUnSZEWEpoi8MNvHWlEVghDZkm22b4eTPpCw0T5v3jzMmTMHhYWFuOKKK+D1erFy5Uqr6LOByCraXVfNSlv991xTg5uXVmk+858LJmie5ZqJcPAc1q+cbVqorl85O+tCMGmQdgPylXzyO9vbaDUcPIe7r56j+1yy+s3Bc7jnmpq43yd0uR0O0+/QIAaR1nnqBGb3r357uXUyzh6/IwvZ/KlpeRwP2LEe77ymh5uXVolzvFF5SNOY43bo6hFmytPi70T7VAvxzpHG511e4Y51kHratZ9Np64g3dNuvW6Z7LZpla+HeMYWgdPB69ZbmueGg+eSJisAwOtywO1Up0Wtj/W+dSgsGO5bcu97V84cNvqAYU44cOAAfv/73+N3v/sdWlsj6fP7+/vR0NCAvXv3oqenB/v27UNDQ/wZjm2o4/I5Ffjm4iLN/R5qKM9XXhEvznXh4dXz8fDq+fCqGNw/++xZWF5TiXUrZuOWZVWqQv62S6abpisTsLymEg+tnm9otZH013A4A5q0u4Jpd0WhFw8NkzZajeU1lXh49XwU5bpk91IxNkj9uW7jhjdLl5G9gaU5PH5zfa1iW0iUopHweLLv/ealVbr8deH00bhoZrn4uyhH3sdGMJx41IZxZFvyORbLayrxtYunyq5r6ZlaY11vXivKccnkWFGuCy6FCjkOuGWZ/Jx2LXmoRiPRI+L9WpUm5ifSBywS1d0TmSONzLvSc9oTo1UJZrLHA+nTFWjSkrGnHUh+29TKryz04pZl6vOi2Xppg5Tj1OslyKF0CPJsPLaFFkh0hNk+1vvWxGGg10ZSxzcXF+HyORXxNCEjYTh+8Q9/+AO83kjnBAKRczl7e3tFA76mpgavv/46WltbEQgE4HLFp3TZUMei8V7MPBLGrpM9AIC/3LwI1z+6FQKAsjw32vsj2ZqvqKnAh0fOoK03kt21ONct/k3wg0/VYNXCiSKzf+nCHjzw+kHUjC2ALxDCwdP9AIDlNbHBvm7FbKz95Ew8ueUwjnQO4EhHP97a3w4geUI1FVheU4nLZlfgf57Yjjf2n5bc+8onqsFxHBZXl2LRlNJhs1oHxNq9rbkTbb0+lOdHQoiGUxutBumzrU0d2HKoHUBqxwap/70D7fj7jmN44WPpGadFOU58YkY5xhXn4PzqMhld7Cr2r1edjUAojM5+P0pGeVA+ygVX91GcozLJESUvbMCNToz2cyeX4DtXzMIP/9mIx949LN5ftXAChoIhPLfjJMYX50iOiPvwe5eJffz8RydwvEuaROb5Ly9B/1AQ7zadxskun2p7bYwMZLvRDgCLq0vx4KaDAIBZFfm4a+UclOS5cfkvN4vP5Lp4/PcFUwzJHCIrbv7TdmzaK53X3v72Rch1O/H5P7yP95o68PlFk3D31XPwxt5T+J8/fSg+N210Hv552zLVKDpSx9z1dRgIhDGjfBT2tfVhbIEHP/mPWkUa162Yjd6hAP78/nEAwMp5lXhpZwtcPLCwqhS5HgfmTyzGruNd2NhwSnzvgc/V4sp5Y03xN2sQ/OXmRZgztgDz7vmX5PrVZ43FZ+ePR2NrD3712n4MBKQJOy+bVY6rzhpryRypN+/SJSd7T7vRdqRDV0h2IjqCZLdNq/xvLZ8lXr/t6fq466C3EpDtD0r1rnp0KwB5pNzymkpUjz6Ava294rWxhV6cNJihvXp0HpqiNgMBXYWZPtZbPKBPkiXlVt+xUfbcX25ehHMmFmLXzo8NtSFbYNhoP/vssyW/h4aGUFxcLDve7Y477kBnZ6d9VnuSQLPaeVUl4u/SUR7RaD9nUnGE+aKGutKEWzuhSMIwhMHOnVyC071DotHOMpXbyeOmpVMAAL967UDMaM9yRdnBc6goypFd/+bymWmgJnVw8BGj04ZxOHgOS6aVYcm0srTVv3TGaCydMRqv730VfUNB8d6k0jz88nNnq77LKj8Lq0pQXhBbqQ6FQqivP6b6PgmPNxL6Hoo+4+AiYXizxxZK7t+yrBov1J8EEJFrZDJ2RsP2SB/vOtEjM9q9bh61E9P3DWxkFpIQPZty0Atqk0rzsLi6FK2M0lxe4MU3Lp9huEwHz2FSaR4AqdHucvBw8BzGF0fmvIpCLxw8J+Pr0nyP7rY3B88hGH3vPxZOxPdfbsTY4lwsmarOm8GYyELtxGK8tLMFpaO8eOrmReL1F+pPSIz2sxidJR4sri5F14D8KMp54wtFmfrMB8dkBsjE0jxcUzsuobppaM27PNXGZO9pN1N+qnUF2uhLRng8jWS3Ta18+npCRrtKIk61esMKh8j4Q9KLlUU5ho32ysIcGc+w0XhG+9ihFx6vUK4SFleXIhRK7wk2yUDc2eM9Hg+efvpp2fUf/ehHCRFkQxv0eA1QnEcnffK4HBJhrDTpstGt5PxDlgG0snYK1BKCMwnZPVONYdAEGyMMXhePviH6t3boPLuKbZZvzYTHhxmZ4nVJ68pxx+SUIMQmY56RQUqKpWMYeFZtWIfh4GmnF9QIr7A8o8ffStB6Jyd6zxeIKLdBxmqnFwTVEA4L8AcjugjJXB3QWdXzUcdBEiM6h9n2w9Jt5JhJI/AF5BaLU2L0yMdSKp0SUk97cuPjM5lv6DkmmyM5UwGzCz2CwvxNeJjAzDa8PI/82XjZVWmLDo1QyBo5kK1IyEwpKRke2fiyCfQqEz2JjaKMdq+Tlwhjt4JizirdpCwnz0mEutbKdliyEpr9QtU2BGxkG1jFVk+pZ1exzSpD8YTHE4Uih6XV6RC9AoIgxIx8hg+VFMtsyxBuI7nIZOPDKFwUbxI+ZvnZE4/R7pS/Q/rLyxjtgai3jSzu0WeGq4E2wInzIBhScOXR71CG85mo0e5xai9QGFkoNILBgLxN9OKlks6TSqORlm3J3tOeyVuJ6M/tGg6hNEkEPWcakYVKiWRZo52dr7WQ55b7f40kq1WCniMh3nKHC2xOyDLQE1eAWnEaRZ3NmON2SJhY0dPO/A6GKK+YQZ6gV+uScY5mqsF6+GzYyHSwiq3eRMuuYptVhngT4fFEVjkYA4HA4+JFBVUQYka+LGO9Ih1mqLYx3JHJxodRSD3tEV5hDdkcl/l5Nsctf4d0F1kEIIYs4cHCaCJII5522gDPi+ohel5x2nA+MxCI0qkty3TWAXRB2uxTMtolnkolT3vq9Bu6+mQY7XySFwWsQsj2tBuG2eGpxJ5seLw5T7vcaFfy5huBbiI6iyJushXZb2mNMNB8QK9m00a712kkPJ71tEfKMqP80EUMA51pWEQL2BhZkIfPaot0dhXbrLETM9rNeNrltHGc1CARIMTC4xmSlJTo4WCk2bAOmWx8GAU9/xCjneM4Cd9YFR5P+DgWHh+Z/8nivWi0+/SNdmKAux28qGsEdCzsoYA8PJ6NCGBlWaLKOqFN0Win5KKSaLE6s7YWpEa19fVKj3zLXMaRhMfb8l4TZj3tRsLjcxS852pQMvDjZVe9b21VxE22wjbaswz0xCUqxRyQ65Z62nkdTzvLUJI97QblI72nfTiEq9qedhvZBjbcXT88ns1ZYdZoj/xrJEQttuWG7M+N0RZZWOQknnt2Dzxbp/Sazas2YhgO44E2HGkvs9rfRqEkE0h3EcNYDI+PLt4X57oBRAxyPWOZvOtx8aI8YffGs5B42vsDEloI5J72xJR1Eg2oFB5Py0GlBUG95FhWQnLkWxLKl2SPz2C+oaeY4aBfJhO0d9qIGqvES4nsaVeSMfHyq5Fz2kcybKM9yyAJjydKsYNnVuN5ycTjUQxd19jTbpAnhhvvZPIEZsOGIhjj2UwiOgfPmVaGyMKWkcVuYtg7RE87ZXy4iScRYnmx5/UT0dmsaoPGcFhvlXralb3rVnjaOS5mBMkS0UU97fTZ6/1+bW87eTfH5RAV7qBOsig6pN5wIroEPWwkt8+QQiI6h054fCo97dLs7knwtMeZPT7VGKnGWTyyzGx0hlLXsgttZox2lncTgR6vjdRxQWAb7VkGeryS8Hgnz0lWpb0uh4TxaU87rSTTiHnajQ+J4RamYofc2sh26Cn19Cp2POM9rkR0jIEARJJlAjFPkgBBVPRZr6mSF9XmVRs0hoenPdYGWglm53az0PLOe9nw+CjP5rqdovKsFyJPjHavyyG2Iah0ppTCO0BsT7s8PD51nnZaLiqJllTKG8me9iSXn8l8M9z0S6OIZ6FG7cg3NRjpWzOGeDwRQGrQ4zWj4yLePfWZDttozzIICononDwnW42nGZ/eO5obfY6d/9Syx2sTY4byzEcmT2A2bBiB3uRJGwZ6R6sowUx4vPzItxhtZCGR8JwgxCZjdk+bElvavGqDxnDY2kQbjrQB65HM7eZVNvYdmnXJvUHR0x5zBJDkUv06yeiIwR+vp53U7ZV52qV0x2PE0fqS1p52SQSSgmxJpf6f7OzxNDJ58XOkOlQT9bQbGTRGFt1zTRji8cglNegltTa6eKe3RSdbYRvtWQalI99csvB4h0QY0552snrGrkKpndOuheG2EprJE5gNG0agl3mVNojNntEOxHjETHh87HgpeX2xyB9BdkRc7Bl5m2yb3QaN4bC1iTYcXU79UHmj0HqHPfItKG6548TktnoZ5Af9xNPOi/JHLxEdfUycSEsSPO1D1D5d0r9Knnapp1I+llIZkpv8Pe3mvLLpwnD1lOohNZ52/WdyTSSii0cuqcGq7PF6C4fZCuNfxUZaEQoLaGgbkpybSiePOdLZL17ffaIbHOUGp5mAyIOGk91o7fGhPN+L2glFOHiqBwCw7XCHhKO3NHVgYVWJokEb1HiOFrhaZWQSMp0+GzZYsIrNkc5+hMKC6limFVJ/MIR3D7Zj0ZRSw2OfKBQnzgzgx3V7cOLMIDiOw7jiHJxfXYZFU0oBANuaOzHAnPFMHy/XOeDHuwfbxYU/AdQRcQaOfPvoyBlcOrvC5lkbUWTffMOCVtabT/eLyimdab2tx6fJ30pwayzOkXunugfxved34ePj3QCAMARxZe4ndXtRXuAVeXz+xGJs2HoY2w+fQa6LFxfwTvcOYeexLgDqia7++F4ztjV3olch5H5vazf8wbAsCocgGNQ/8y0UFrCtuRNtvRHdpnp0nqR+fzCMvS29svck2bcVuqvpdJ/pfo8XUqep9fUJ1LfpGwqmrF1mQS/8bGnqwDkTC9NITXJB84sQFkx/E0lOBpWlHrqOYCgsqUOJX4+fGTBcf3N7v+L1eGSxGv0Ej73TjNJRHiyuLsWCySX48MgZxeeGgiG4HdYtJmQKOCFNy1mvvfYa7r33XrS0tGDatGn4+c9/jurqauzfvx/r1q3D0aNH8ZnPfAbf+ta3DAmuuro63H///QgEAvjOd76Dq666yjAtoVAI9fX1qK2thSMDP3JdQwvufnE3WnuGJNfzPU70qqyCux0c/NGVplEep6HzVtVQWejF+pWzsbymUkLT7c98jAF/SPYcANz2dL1klVupjEzDw2814b5X9kquHb7vyjRRkzgyfVzbSAx1DS34yp93yM4vLsp14b5r58p4ra6hBd/6+070MAoz/bzemPnqn3fg5Z0tqjTluh1wO3l0RfepAkDZKDeumz8Of/3guOQ6EAmpHQyEsPKssfj8okn4j0e2YEpZHjZ94xPiM1//y0d48eOTsrqyQaaMBKRbzmjNRdkyNpTm+KJcF/zBsKRd5LoSf6uVe+fzDWjv80uuP7x6PgDgu/9oQEe/X+nVhODkORz80Qrx970bG/G7zc26O+o4DvjS0iqcPbEY97zUiJZun3ivJM+NH326RrXddQ0tsnd4TupVZH8rlX39o1vxXlOH7JlUjakX6k/gtqfrAQDXnj0OP//PWsvKrmtowXee2yWRw5nIK3UNLVj7zMfop8Z+RYEHn5+TgzVXLRpW+ozSuDX7TQ629eHSn78FALjv2rn43MKJhusAILtnJcy0pa6hBetf2I1TvUO6zwIReaFmwY7J92D9ylkYE2jNCh3Y6DyalvD4o0eP4o477sDatWuxefNmTJ48Gd/97nfh9/uxZs0azJkzB88++yyamprw3HPP6Za3f/9+fOMb38CXv/xl/OEPf8ADDzyAQ4cOpaAlyUddQwtu3bBDZrADUDXYAYgGO6Af3qaH1m4fbt2wA3UNLRKaWGWitduHNRt2YM2GHRKDXamMTMRwCLG0MTJQ19CCNRvkBjsAdA0EsIbhNfI8a7CrPa9Wp5bBDgAD/pDMMG/v8+ORzc2y60AsVPVk14BqeHxr96BiXdkgU2wkF1pzUbaMDbU5vmsgIGsXuW6UX2/dsENmsAMQ5+lkGOxAJAqP0HfvxkY8YsBgByIK+CObm7Fmww6ZEdHZ71f9pqSt7Dusga4WWUuX3anSJ6kaUxInlYUqCekjVg5nGq8QOvuZsX+qZwg/2dKFV3e3poky66E2bs1+E6fG9g6tOogcSJbBDgAtBttC6DRqsAPa2/RO9Q7hK3+ux9bjyWtbOpAWo72pqQlr167FihUrUFZWhlWrVmHPnj3YvHkz+vr6sG7dOkycOBG33347/v73v+uW97e//Q3nnXcePvvZz2LGjBm44YYb8MILL6SgJclFKCzgnpca057vjdR/z0uN8AfDqjRp0UmXkalHNgyHZEY2hj9CYQF3v7hb9znCa2afT6TOeLH7ZI+YBItePAuFBew80a34TjbIFBvJg9b8mC1jI5E5Xo9f06073PNSIwb9Ifxuc7Pl5dLttrKtd7+4G4dUQn1TNaY4yd/W6CTZwitG6Pz+P/emnU4rYOU3cagkQjBSR6qQLnn1WH3PsBgvBGnZ037RRRdJfjc3N2PSpEnYu3cvzjrrLOTk5AAAZsyYgaamJt3y9u7di2XLlom/582bh9/85jem6QqF5Kva6cTWQx1JXQEzAwGRFbM/vncobppIGVubTot7XzMJnILIyLQxYQaE9mxugw05th7qUIy8YUF4DYDh598/1I5cyMeM0TrjhS8QRsOJLgCREFZS/9ZDHZJM0ywyXaaMBKRLzujNj9kwNhKZ47Xalgm6Q0u3Dz/8525LFXGlb2pVWwXoy8mUjCmJ+1CwhK+yhVeMfMtMoNMKWPpNBGqOFATJ/JluOQDotyVZdAoAOgbDeP9QO86fOtry8q2EUT5PeyI6v9+Pxx9/HF/84hdx9OhRjB8/XrzHcRx4nkd3dzcKC9WTUPT390veGzVqFNra2kzTsmvXLtPvJBPbjyqHhaYTH+47mnAZ2xv2w9uTYwE11qLlhDzxRn19feoJsRiZNq5tJAYzcmF7w35TZX/YeBBLJ+bIxkwqZNHewycAAP6hQZHvjNabqTJlJCHVcmY4jI1E+UqtbZmiO+xsTk4oM93udLQ1mWPqCBXOe6az0xIdJFt4JVvotAJWtrVjMGbwHTt6FPX8aVN1pArpklcfNh5Ebt+JpNaRKqTdaH/wwQeRk5ODz372s/jlL38Jt9stue/xeODz+TSNdofDIXmPvGMWc+fOzahkBb6CDuD97ekmQ4JzZkxEXdO+hMpYUDMdtRm4StroPwp81Ci5Vltbmx5iLEAoFMKuXbsyblzbSAxm5MKCmumRPww+f87sqUDfCdmYSYUsmjphLLDvAEbl5Yl8Z7TeTJUpIwHpkjPDYWwkyldqbcsU3WFeVQV2th2zvFy63eloazLH1ClXK7ClHgBQWlqC2tq5CZeZLbySLXRaASvberp3CHj5DQDA5MmTUFs71lQdqUK65NU5s6eiNgs87UYWvtNqtG/ZsgVPPfUUnnnmGbhcLhQWFuLAgQOSZ/r7++FyuTTLKSwsRGdnp6l3lOBwODLKuFlUPRqVhV60dvvSvq+dA1BR6MWN50/BY+8eiYsmUsai6tEZecSIS+HbZ9J4iBeZNq5tJIZF1aNRUeDRDeWsjPIaAMPPnzelDLt2npCNGaN1xguPk8fUMfkAIvvzSN2LqkeLGeaVkOkyZSQh1XJGb37MhrGRyBxfqdG2TNAdxhR48N0r5+Cp949ZRoPSN7WqrRwiNJ8ZCMgS6WrVbzV4PsZDPMdbwlPZwitGvqXWuM8mWPlNXE5qzDDzZ7rlAKDflmTRyQEoyeFx3pSyYaMDpyURHQAcO3YMa9euxV133YWpU6cCiHi66VCgY8eOwe/3a3rZld5rbGzEmDFjkkF2SuHgOfFIhnSKJ1L3+pWz4XbyqjRxKn+zZWSqsM1UumzYoOHgOdx99Rzd5wivmX0+kTrjxYyKfEld9N/zJxYpvpMNMsVG8qA1P2bL2Ehkjtfj13TrDrdfOh05bge+tKwqrvfV6GbbbWVb7756DmZVFmjSk+wxJckpZlE1dB+xyCReMcLT37tyZtrptAJWyi/6GTolgpE6UoV0yav/ri0YFuOFIC1Gu8/nw5o1a3DJJZfgsssuQ39/P/r7+3Huueeir68Pzz77LADgkUcewfnnny+ukPT09Chu1r/88suxceNG7Nu3D/39/XjyySdxwQUXpLRNycLymko8tHo+xhR4ZPdy3eorR15n7NOW58vfNYOKQi8eWj1fPGeR0FRR6JU99/Dq+XhY5R5dRiZiODG2jeGN5TWVeHj1fBTlyiOKinNdeJjhNbPPq9X5n+dO0Hwmz+1AgVcawDWmwINbllUp1k1kWHm+B6GotsEeWTOxNE+xrmyQKTaSC625KFvGhlobinJdinO8GX5VKheAOE9XKtyzChdMj0T5rFsxG7cYNNw5DrhlWZWiDlGU41L9pmptZWd0tSl+TIFHLHtckfL+4VSNKVr+WXkKLemjslHSLaiZxitaPP3NxUW4fE5FmiizHlbJL1p3ZROlG9HXkykHKg22RUteqUGLPUpHufGb62uxaHzy2pYOpCU8/p133sHBgwdx8OBBPPPMM+L1119/HT/4wQ+wdu1a/PjHPwbP83jyySfF+wsWLMDzzz+PWbNmScqbOXMmvvCFL+C6666Dx+PBpEmTcP3116esPcnG8ppKXDxjNC7/2eto7oqds7x+5Wx8+9ldmFWZjztXzAY4oL1vCOX5XvxpSzNeaTgFAHjhK0twuGMAbb0+PPDaATQxR5p8Ylop3jzQgcXVJbh05hhcf94k1B/rQluvD+X5XiysKpEZtMtrKnHZ7Apsa+5UfE7rXqYi0+mzYYMG4cGtTR3YcqgdAIfF1aVYNKVUcSybfV4JNeML8dcPYntUp5Tm4lDHAPI9Djz8+XOxaEop9rT04KoH3xGfefV/l6Eo141vLZ8lq/toZz/WPdcAQYB4LAtLC624/vi6efC4+KyRKTaSD725KBug1gYACfErXe6qR7dKrgORefq8H76GduZs8u+tnIWZ5QV4t+k09rX24vW9p+FycHjivxbin7tO4s/vS/epz6wYhUtnVWBxdSlu/uN2DATCCIVi1sO6FbPR7w9hw9ajmFyag3FFORjtHMT0yeOx/1Q/BvwhLJhcghvPnwx31OFA6P7+y7vR2NKL71wxU1PxJ22tvmMjgIix8MUlk3Hvxr0AgFEeB3Z875P45C/ewuEOadLZl7+2FKOjzg3WUP7C4km4oqYyZWNKWr+19S2vqcT0Mfm4+GdvAQDOmVSMZ25ZnHG8osQP50wsxK6dH6ebNMthhfySetrlAeZG9fXW7kF09vtRMsoDr4vHrRt2AACqSnMwq7IAG6M2BcHDq+djKBhGWZ4HYUHA+80dCAtAca4bZfkeVBSYawtL5+1/rQcRI5NLcyV8+/Dq+Sj0urDq9+8rlvXrz52NhVXFqK9PTjLMdCEtRvull16KffuUk5mNHz8e//73v7F7926cddZZKC4uFu+pvQMA/+///T+sXLkSp06dwoIFC2QJ7bIdDp5DaY5DYrSTFbVxRTlYMq1M8vyGrUfEv11OHourI8kfHn/3sKxsf3T71ucWTMQ1teMAQHxejya157TuZSpYD58NG5kOB89hybQyGf9b9TwLdu698qyxeHDTQXjdTiyZGinTH5LuByVKuFLdJ7ZHssYKUDfa6Z/zJxVhank+bNigkY3zDQu1NiTCr1rlknuFuS6Z0Z7rcor1HuscwOt734DLwWPJ1DK8vPOkrJzzqkrxjctnAACcDh4IhBEIK+8L/9TZ4/G1i6pRX1+P2tpq1b2mhO6xRTlobOk1tNeVlh05bgeC1MIBz3FwO3lFA8Lj4iXP0VgwuSSlYytZnnaCUZ6Y2l82yp1xBjsBO26H89G1icoveswo2Oy6dSjda++L5a+ZN6EYd6+cg40N/5Y8s2ByCUpHxSJ5l05PPNkbTcttT9eL170uqZxYMLkEzYwDkka684AlC2nPHq+E0aNH4xOf+ITp96ZOnSrujx+OcDukwjUYVXKdvMIuB+pRvUnAF03yxDLFSEOmTl42bGQKWIWWyAwflSjOxySN01oMI7fCgqDuaaeEmb2wZsOGtVCa953MnnEAogHsC8iNcboMl4OXPE9AfjtNzrOk/hAb96sDDlJZRN5Xol+pvWI5qRY5nOKflsFDfSuzfWojMyHxtFtkrtJjz+t0KM69XAqZg3UGhAX5VgAagWE6ttOWiM6GebDb24LRQex0aDMOrzMJDEYnsZFutNsGgQ0b2nAwPEL23GoZ7VqLYWTSF4SI4a5UB/26vbBmw4a1yFGY94nhDcT0C+I5H/RH+DuPUkhoQ1B8nlGyA8Rod5hTOwnPh9VciCoQKFoBiDkziHyi8wXQjg9WDUi1XpBsT7uXiipQy5JvI7tAz5lW2ar0OHQ7eXAKbJvK6ZiVJ4IgaMqEYGh4jm3baM8ieJyMpz06Cbp0JkGe4iylCWgoOokpTd4jCbZBYMOGNljxQRTfQEgQJ0nWk8Ua4ZLyov9GwuMjf/MyT5ftabdhI1lQ9LRTjgBX1KAVBCAcFuALRvSFotzYFkRadyAGMOvFDUWNfrOedsLzRrzC7H5eQisAkGh9cnxkMUW/y6EuY9LoaJdEGVkFN6Uv+m2jfViAnjNNrm2pl0nxgcfJp9/THpR72rXaGrQ97TbSDTY8nqx86xmbxsPjR/ZwMKtM2LAx0qAWHg8AviAx2pnweA2+Ig4uQRBETxhr5NM/7YU1GzashdK8LwkXp/SOQDgseq+L82KnQdBlEIM/yOxpD4STHx5Pe44j4fGx3yFBgCAIonwip1k4eE5ifMjlT/o87ckQd3R72JBjG9kPsxEpqqDGnsfFKy4fpdbTLm2XAEEx6R4Buz1nuGBkW2lZBg9rtAeJp91MeLz82UHb0w5A27iwYcOG3GimZQZRhgcDxhMGEXlEvHhKddBKrL2wZsOGtVDe0x5TDV3U38GQIC7OFat62kl4PLunnWznMxkeb8LTTi8YCpDKolBYgD8UFsOHaaOdBpsiKNUiR3pOe3Irtz3tww9ahqwZ0OPQo7KnPZWRb2x4vN6ednbRcLjANtqzCKyn3R/NpqmYiI6Cvqfd3tMOaIfx2rBhQ3m/pyeaHZ4ozEqJnvTKExBLRCcLj6frs412GzYshV54PP13MCTAF/W0F+bQnnZ5IjrWyI5t5zMZHk887QaMEVr2BEOCuPVPvO+P3Sfh/S6N7ThKv5OOFFZnG+3DD1b5lzkmPF6JDVJptMvC48Pae9rZRcPhAttozyKwRvtQwJrw+EE7ezwA+Qq7DRs2pJDt9+QiRysBtNFuwtMeLS8cphPRSZ+hp157Yc2GDWuhHB5PhbtT+kUwHBb3idOedlp3cIiedqmSrXnajQYcoozQV8IHmYSYbNRPnz9yZC7PAQXeyKID6/nXSoSZCiQ7ER0NOzx++MEInxiB1NOutqfdkqoMQZ6ITnsrQMj2tNtIN9gVYTKI9VauaaNeK7HJSN/TbhsENmxoQyl03eskRrvynnYtxBLRCaJSz3rT6XnZ9rTbsGEtlJRx2rvOcVzs2LewENvTnqu2p13lyDeSiM6kp53sqTdiX9KyZzAQkkX99A8Fo/Q6xJB+dssNK2LS6WhPRiI6GkMmoqJsZAcs87RTY8/jciguXqXK0+5ycLJQ+LAgaCaisz3tNtIOdoHab3CPGM1sWovcI93Tbie5smFDGzIWoTztxKtFH7OkBzE8XoiF07JKNL2abvOoDRvJB+sIcFLe81giN2VPu0s08FWOfIvT024kPJ72rA8FwjJZ1EcZ7WShgV1E0Dq9IhWg60921az30kb2w6qk6fTYczuUPe2pmo6VTsgKj9Aj35zpJsCGcfDMGhrZW8Z64FnQk47ayi0H4IPDZ7CwqmTEKsZKXrwtTR0juk9s2JCAmSNDwbA4OT7/0XEc7RjAjqNnJM9o8RBPhb4eae8HALT3DSEUFhSft6NhbNiwFkqK756WXtROKBZ50MlzGALw0JsH0euLGL6negbF5w+29WHB5BIAQN9QAADwh3easetEN86vLsOiKaWxRTmznnayCBAKY0tTB1q7B9HZ70dRrhtdA36UjPKgosCLcyYV44PDneJ7/lAYRzv7JWU98U5z5F4whNbuwejfYYmMyqwj36wHnWtgwB9UlbU2sgf0N21u77Pkm9Jy4Uhnv6KcSOaCliQnhkLdeonoDp7uM5S8MttgG+1Zgld3t+LJXX2Sa6/sbgUAOEysXKvxmABg1aNbUVnoxfqVs7G8pjJeUrMWSpmpR3qf2LBBUNfQgnX/2CW5dvOGD8X59Kn3j+Gp94/J3tPiIcJx9ce7sP1IxNjftPc0Lrh/k/g8rSzYeSds2LAOdQ0teG7HCdn1O59vwG/eOIj1K2cDAPqjDgKavx/Z3Cx5/qf/2gd/MIyB6LPbD5/B9sNn8Js3mlCU6xIT18V7TvsftxzGb99sUn2Ogzw0uG9I6ml/cWeLeP25j04CAM4MBCQyiiUvlcm2AMbJYnHVdQ0tuOelRvH3YCAskbU2sg/sN92w9She39OW0Deta2jB3S/Gynzg9YP42wfHZc8la62HbdOAwjaOzftPo63Xp1rGhq1H8VrjKXx+Tg5qa5NBZXpgq0BZgLqGFnzlz/Xo8zOe9uhAPtTep/SaIjr6/Jr3W7p9uHXDDtQ1tJgnNMuxtalD8XrrCO4TGzaAiAy6dcMOnBkISK4bPV1GTa7UH4sY6uz+M5rnaKPdbGitDRs2lEF4ekBlO0tLtw9rNuzAmg07DJXXNRBQLatrIIAjHQMAzB/5Rrzl/UPa224S9akRmXM4SidBqo32ZB35Rr53S7fU0LH1m+xFMr4pKbO1R14mi2R42tXaxOL/Xm7Ew28d0nzmVM8QfrKlC69GHZzDAbYGlOEIhQXc81Kj5oT0xt42Q2EgobCAg6eNGfj3vNQ4LENL1BAKC/jd28oCgPTCSOsTGzYAYzLIKGgeCoUFPKOweg+o85wdxWnDRuKwkqfNwkzmnFBYwBaVxXSrQfpiS1O75HrKE9FJtjNaA63vbes32YlkfFMjZSYTVsslUs73/7l32Ixt22jPcGxr7tRdcerxBbGtuVPzGVKWkXM5BURW2Y2UOVywrbkT7RpRCCOxT2zYAIzJICNgeWhbc6fMc6/0/KmeIfFays9MtmFjGMIqno4H+9t6DT+7rblTDM1PBQTIQ+pTLXL4JGxq1/vetn6TfUjGN02nXEhm/cNpbNtGe4ZDa8+G2eeMlhXv89kMK/vZho3hBKvHPCnPaLmDgaCl9duwMdKRznmsx2ecnzNhvk32sWta9VlVt63fDD8k45um+/sns/50t80q2EZ7hqM832vZc0bLivf5bIaV/WzDxnCC1WOelGe0XK9jZB9FacOG1UjnPDZ6lMfws5kw36Z6Sw7HKf+dCGz9ZvghGd803d8/mfWnu21WwTbaMxwLq0pQWejVXG8tzHFhYVWJobI8Tv1PzgGoLPQaKnO4YGFViaYyMRL7xIYNwJgMMgKWhxZWlaA416X7fGm+W/UZGzZsmAfh6XRg3vgiw88urCrBKE/qDjniAFl9qd6SIzHaLSpTT4bb+k32IRnf1Kq5Pl4kq/7hNLZtoz3D4eA58dgVNXz67LGGzmR08BxmVOQbqnf9ytkj6uxOB8/hfy+bpniP9MJI6xMbNgBjMsgoaB5y8ByuP2+i4nM0z6X+pGQbNoY3CE+ng7M8LuNqp4PncMms8iRSEwPpi4tnjpZcT/WUzyfhyDdahrNF2vpNdiIZ39RImcmEVv3xgJTxvStnDpuxbRvtWYDlNZX4zfW1KM2Rfi5HdAzOn2R8BamiQHt1vbLQi4dWzx+RZ3ZeMnOM4vWKEdwnNmwAERn00Or5KM2Ter2NzoNqcmXB5IjsYs9upnkubPRcORs2bBgG4Wk1j3tloRcPr56Ph1fPh5FT2opyXch1K29lKc51wRs11s2e0z6rsgAAxPeTBSJzZlQUSK6n2tMuMdotNJXI965gvret32QvkvFNtcpMBdTqZ/HNy2fgxsWTNJ+pKPTim4uLcPmcCitJTCtSF3dkIyFcPqcCZf4WBAon4qY/fQhfIIyiXDc6+v1wmZgE1eafhVXF+H+XzsDCqpJhsyJlFvQR0Lcsm4LZYwtQnu8d0X1iwwbB8ppKFOW68bnfbRWv/fl/zsNT7x/FSzvl58F+7aJqTCnPR0WBOg8RhXha+ShUFHrxxr7T+I9zx+Pea+fFnrdtdhs2koLlNZW4bHYFtjV3orV7EJ39fpSM8sh49uwJRfjgSBcA4BPTyzBnXCEWVZWC5zm09w2J8yQAbG3qwLtNp/Ho5kMIhIEfXzcX150zAXPvfhUA4DJ5TrsjKiMunlGOjQ3K5y3/5vqzkeN04L//9AGKc5zIz3HhaOdg9H0gRMmQT9WOxbjiHEX6HTyHh95skpSd+iPfklc3/b3ben22fjMMkIxvqlZm9R0bLaTceP1leR6AA9r7hvCjjXtwqmcI51WVoLm9X7WMy2aNwW+ur8WunR+nhOZUwTbaswgOjsM5U0rhcTrgC4QRCEWObzPDnLzKLDCrogCLq0stoTNb4aD6Zmr5KFxTOy6N1NiwkXlwOaTyw+V0YEJJruKznz9/sm7yF7E0jkNZNKfE5LI8iUyzPe02bCQPDp7TnfudlKF9x5WzMX2M+ja7JdPKsGRaGZ7bcRKtPT7MqiyEg+cQjFrOZo0JPvq8P6R+XO288UU4eLoPADCuJBdXzRuL+17ZCwDwuhySY+N++bmzNetj1xTUdKZkge6eZNRs5HvbyC4k45ume5yo1f+r1w4AGEJYAIhqwHMAewx7eYFnWC5G2eHxWQgyDskkZmblWm3+8brsDM00g9vnQduwoQQpX3CcVKGnkWNAphCFWBAEhKIzsIPhPdtkt2EjvaB1DK/TmK5Awtl9wYjBHAhH9BWnw9zcSh4fCqob7cGwgHA4Jj/oEHw1+aQG1khPvSaQRFe7DRtZDsISgiCIC/pKxjlrxA8X2EZ7FoIMUH/Q/CSoZox6bKNdXNG3YcOGMlgW4TlOdXuOkYXA2AQMhMLKE/BwnXxt2MgW0Eaw121MbST8P+gPIRQWRK+YizcZHh+tW9NoD4VF+cHznGSRgY0O0gOrIw03T7sNG9kMwo9hIaYbKBrtw1RxsI32LARHDVoAcJqYBNUmASNeseEO2sMn2CG5NmzIwCq0HJQ9WQ5GcVYtL/qvAEHVaLd50YaNxJGI7Unrv0aj8shzvkAIwXDM4DbtaY/qN7qedipSh5YhZkNkWfJSv6fd+uzxNmwMF9DReYTnlWyg4bqtzjbasxDsHGSFpz3ZmVmzAcNx/4sNG1aCZRGOU84GbXQRkJOsmqsZ7XEQasOGDQkSmd1oo9sob5PnfMGwuJ8dMOdkAGJ7zIcCIdVngiEBZMt7xNNOhcebrI+NuEu14UxXn2ovvw0bmQ7CEpE97XZ4vI0sALvn08wRKmqP2p5222i3YUMP7BFEPMcpLhoaXQSk96eJ4a2MfBuuK+Y2bKQSieRpoY1uozl0xD3t/pDUaDfpaSfywK/haQ+Ew+LCgpPnJIZ69oXH00e+2bBhg0ZsoV+goo2VjPbhqTfYRnsWgp1UTCWiU7luJ6KTLobYiehs2JBDiS2UwuONypNYeDxET5ntabdhw3ok5mk3z4RieHyQCY83G65uYE97KCxNSkUvDNDyxG1AV2KdIulUBWw1xIYNKQg7h3UT0Q1PxcE22rMQbLSXGQ+xeni8bbTbiehs2NCGLLOySni8UXlCeE6gw+NtT7sNG5YjEY9xUOO4NTXkUInoglS+CrML4jGjXT08PhAKx8LjOdbTHvvb7dRXeZWSbaYStB5iOw9s2JAitqc9tqCv7GlPJVWpg220ZyFYpdZM+Jf6kW/2ULBhw4Y2WPnBM8crERgOj4/+KwmPZz3tpqm0YcOGDAnYf4GQeS70iInowgiEYqHrZkGUdO3s8dSRb4ynnf7biK4k29NuitrEYZvpNmyoQ8nTruRws7PH28gYsCu/5rLH2552GzZsxAclT7vS9hyziegi4fFE6ZY+Y2ePt2EjcSRiDIbiUIBz6PD4qNFvZisfgaEj38JhhIRYTgx6ccDBm/W0szIujXvabQvehg0JOAVPux0ebyOjwQrynSe6ZJMqrehuaeoQ76tNAgfb+uKamIcT6PYfPNU74vvDhg0WrPzgoJyIrscXlMgdvfLCAn3km3RaolfMjZRpw4YNJcTPR/5QLDTd6LtuZ4S539nfhu+/vBsAEAiG8O7BdnM8HH1UKxGdPxCWLPrReTaclHgKhQXdupVOyEgl6PrUnCw2bKQaSnyTjvnY3tNuI+sw4Jfu7fr6X+pxwf2bUNfQAgCoa2jBpr1t4v1Vj24V76tFp935fIOkjJGGuoYWXHD/JvH3w5sPjej+sGFDCfL9nsohr/taeyVyRw2x8HiInjJ6+09dQwvebeoQfxsp04YNG1LUNbTAH4wpsWb4qK6hBUc7Bk29W9fQgifePQwA2HWyF6/vPQ0AGAoJuOH372PhvZuw9bjPUN3ffX6X7nNr//YxGk50A4go8C5KJu2KXgeA9j6/Lu2sAZDqPe0So9222W1kAFj9mCAd8zHhx8gxsZFrSjpIHGk4sgK20Z5leHV3K1q65ZNda7cPt27YgXs3NuLWDTvgC4QV7584Myh7l31mpCnEdQ0tuHXDDlm/jtT+sGFDHUqJ6NSnET0eopPKhJnweMKXbFiszZc2bBgH4SPW72SEj8i7IcZrpfVuXUML1mzYAZ+GZ7xrIICfbOnCq7tbdes+MxBQfYag3x/C09uPAYhE6tCedn/IOO2A0pFvutVbCvvINxuZBDX9mKAlxfNxTGegPe1yHWS4bquzjfYsQkgQ8H8v71G8J0T/f/TtZsXETeTajqNnVMsnz9zzUuOICUENhQXc81KjZp+NpP6wYUMLcgWW01Rq9XhIck47tSfV5ksbNhJHInwUz7uhsIC7X9xtmL7v/3Ov6br1wOu8pdduWXh8ik1n21C3kSkww4cpm4/F8PiYYa7oabeNdhvpxp7TfrT2DGk+o8UzAoDBgHbMiIDIytm25k7zBGYhtjV3qq4gAiOvP2zY0AIbKspzwMHT/ZrvaPEQUYgFQJL92eZLGzYSRyJ8FM+725o7dXUUGvHWrYXOgQAOnOrVfEar3ek+pz3V4fg2bKjBKB+mcj6W7mmP/E1vaSEG/HBdz7eN9izCGV/qNmm09cY3YWYbjLZzpPSHDRtakCWi4zj0+vTDVwFlHop52mMr4zzP2Xxpw4YFSISP4nk3Hn5MpG4l+INhdA8mIpPSa7TT9Q1Tu8NGlsAsH6ZiPo7taRcUz2kniXHt8HgbaUexN3Wfqzzfm7K60gmj7Rwp/WHDhhaUPO1lo9yG3lXiITp7PDkWysFxNl/asGEBEuGjeN6Nhx8TqVsJuW4HRud74q5bnmwz1YnobE+7jcyAWT5MxXwsyYOjkD3eFd3fPly3ztlGexZh1mg3Kgq0JyOeU98TxQHIcWl/cg5AZaEXC6tK4qIx27CwqgSVhV7NPhtJ/WHDhhlw4DB3XJHOM+o8JAmPp/an2Xxpw0biSISP4nl3YVWJro5CI966tTCm0IvaCUWaz2i1m80en1ZP+/C0O2xkCQgf6iGV8zG90C8oGO0OR8wTPxxhG+1ZBAfH4a6rZine46L/37y06v+3d+/xUVX33se/M5NJwjUaruFSjKBoSBC5Ccqjh5tEBNRWxVj08fSpBWr1UbFF5QhHUTmcFvXU46VHLdQL9UIPbbGWFuT1lHoMEotAIhoEooKGayRASEgys58/4kzmfkkmM3tmPu/Xi5fMnr33rI1r//b67bX22u7Pvt9L0tj8HkH371pnycyCgO89TEU2q0VLZhZICv5vlk7/HkAo1gAN2syM4JeRcOeQa9JXw2i9M261WjgvgRhoz3nUlm1tVov+ddawiMv30NUXhP3taNmtVmXbbUG/DxuT/EYTxTfG8Ew7zMJ1HkZSI+N1PfbuaW9Z5v1Me0ujIkU72knak820YX01pFdXv+V9c7L13JyRemB6gZ6bM1J9fe6Oub4/p0fnoPt2rVNcmBfzcptZcWFeyH+zdPv3AILxa7xbJLst+GUk3Dnk7mkPMKkM5yXQfu05j9qybXFhnp6fM1LdsjOC7vfsznb9dPxZmjasb9jfjuTxm052q4oL+0hqiR+ejfhOmd4JfNiY5DdvR9ifjynPvMfgqXYkmOs8DNbjnhfn67H3RHQBhse7etpTNGsPHlVhWj27ZWrPkZa/9+6Wpf+46WKNzc/1auxOLeirrVU1OnyyQb27Zbu/37LPe3bHlbeN0YmGJq910lGofzMALXx7gSwWi3viF0+3jPuOphf1C3sOuSeik0dPu8dvcF4C7dee86gt2xYX5im/Z1dNe2qze9m0gj4a0qerLh3cU2MGnaXynTsi+u38nl007am/+313/aj++qT6pD7++oR+dPlgnWl2Sjokm9U7Jn334v6aMbxfxGX3Gx4f91e+EdtgLp4x4GBtvWrqGpXbNUt9u8f/ehyopz3DZ7SPlLrD4xOatNfU1Oj666/Xyy+/rAEDBui///u/9cADD/itt2zZMn33u98Nua+ZM2dq9+7d7s/XX3+9HnvssZiX2Qw8G7U9u2Zp/GD/Ie82qyXgct+7xuPO7eF3JzpdBfs3A9DC/x3Ggd+RetmQnhGdS65NDcNwJ+2+DQDOS6D92nMetWXbrj497cuvH66zOrf0mjscjoj3k5kRuH3yv8fn661/7NfHX5/w63VzTUYltcSnaMoeaLLNeOKZdpiRWa7D4Z5pd438S9GO9sQl7TU1NZo3b56++uor97IZM2ZoypQp7s+nT5/Wtddeq9GjR4fcV319vfbv36/S0lJlZLQcUmZmZDMaJyPPCpodZmI5X753ca08IAEgUgFmVs4IMDw+K8QzpYF26PScCZZnOoGkl+0z10Wo58xDCXRTUGppB7meX21yGF4jdWwBRv9EKtBrLeOJ8AcE5zofPdsMGT436Vq+T82sPWFJ+7333qsZM2Zox47WIVKZmZleyfbq1as1depUfec73wm5r127dmno0KHKzU2PmYQ9LyLRXggT/ToTAMnLf3i8ZA8QQzpFGJcsAXrauZEIJD/fEXxZISasDCXYnBl2m8X9/KrD6fQYqSOvnvZo+d40jHdPO20yIDirV097y9+9JqJz97SnZtKesObR0qVLdeuttwb9/syZM3r55Zc1d+7csPsqLy/XwYMHNW7cOI0ePVpLlixRY2NjLItrKp4XkUgbxy6+1wN6tQBEKtAs0oF62iO9meh+Pk2tz7RnkLUDSS/bZ1h7W3usA82Z0bLc6v6uyWF4jdQJtk0k/N6QEfdn2lsZKZp4AG3V+ky7EfCZ9taJ6OJetLhIWE/7wIEDQ36/bt06DR8+XAMGDAi7r3379mnUqFH6yU9+opMnT+q+++7TqlWr9KMf/SiqMkXznFW8ucrmcDi87rRkZVjbVW6n0yHDIHFPRZ51BohEuDpjGE6/z5YA7cpMa2T1zul0fLuf1p52GU7qbBIhziASnvUjmjpjMQK3vq1yuttCTc0O9zzrFp9tnIYRVd00nL4xziGHI343Eg2Ph3GdzujKnsqIM5Bab2o1O5xyfHuuet4PdN2vczidSVVnIi2jaWePf/3113XnnXdGtO4jjzzi9fmOO+7Qyy+/HHXSXl5eHtX6iVBeXq6TJ0+4P58+eVzbt2+PePsjh0+6/26RvB5PQGpKhnoNcwlWZ042ejdoP66oUFaG/02/qj2Vqj8Y/vJy8FSzpJYLsPPbC/Duyk916mvTXpoQBHEGoQRqp0RSZ+qbAiftlZ98oqOH6yVJh44cdS8/fPigduw45f589OjRqNpIe495j9KsKC9XpyjnDmoPz9716oPV2r79ZIi10w9xJr3V1h6XJO0/cECHT7Ukuse/aX0rVkP9aUnS6foGd11JpTpjypbRF198oS+//FKXXnppm7bPzc3V4cOHo96uqKhINps5Z1J3OBwqLy9XUVGRzqrYIX3dcnz9+vTSiBHDIt7PXw9VSpVVklqeAxkxYkRHFBcm4FlnzFqvYS7h6syJ+ibpD++6PxcWFalbVoa09q9e6108vFB9ugd+r6un/TWnpT9vlsVi/fZuuUPDCgo0qEfn9h4K4oQ4g6DeWu/+q2dbI5o6c6bJIf1+g9/yi4YXak/zV9LHu5Vzdm5LD1zVVxrQr59GjDjX/ds9e/bUiBEFERfZeqBW2lTq/jx8+HB1yYpzU3lNS9nz+uZpxIjB8f1tkyLOQJJyK3dI+6vVr39/NR49Le35Ur179pSq9kuSzureTTpao8ysLBUVFSVNnXHV73BMmbT/+c9/1j/90z/JbrdHtP7s2bP11FNPKS8vT1LLHd1+/fpF/bs2m830/2NtNpvXM6SdMzOiKrPN43nRlllWzX28aL9kqNcwl2B1xpbh3etlt9mUZfe/jHTJzoyozrnWMWTI8W0Hkz2D+pqMiDMIJWA8iaDOZAZ5pjzLniH7t9s6nIb7WfQMm9Vrn9G2c+w+z+LbM6JrY8WShTaaH+JMemuddM7ifiTG7jHJpSs/MozWmJNKdcaUM/78/e9/19ixY/2WnzhxIuC4/yFDhmjx4sXasWOH1q5dq5UrV6qkpCQeRU0Iaztmj/d89oM56ABEI9Ds8b4TN0mRv4qydfb41oljfN/TDiB9BYsHNmvrhHNNTkNOp/87m9vC/5Vv7dpduzANHeCtdSK61nexe57zVvcr4VLz7DFd0t7Q0KAdO3bo4osv9vtuzJgx2r17t9/yhQsXKjMzU7feequefvpp/fSnP9V1110Xj+ImhOdFpD3vaadxDCAaviEj0MzKFouUGeQ1Tf77a70AO4zYNLoBpA6LpfXVbp7sNqu7V83haB2p095XpgW6MQnAJLxe+eZ644x/XuNI0aQ94cPjKysrvT5nZ2eroqIionVdunfvrmeeeSbmZTMjh9NQzakz7s/VtfVyOI2IG7qeq/E+UADR8E3SLdbWV7W5ZFgt2rKvRmPzc8PGJXdPuzze005cApKeb1yIpp3iy2axqMmn3/nDz2vcA2Q/PXjC3XC3WLx/+2BtQ7t+O5GvjkrRvANos9aedHm8p93zsd+W/zochrbsO6ayL+vV0P2Yxg3ulRIdAqbraUdwWw40aOzj7+r9fa0zJb72wX6NenSD1ldUR7YTjwYxbWMA0fCNGe/uOqQJyzd5LWtyGCp5YYsmLN8UNi65bgI0ezSyM1Lgwgqks/UV1X5xIZJ4EGxfZ5r9M+c5L23Vv/z+Y0nS58dOa8+ROknSsj9/qlGPtk5c95dvY1Qkv72+olq3vPSB17KJv/h/bSo3gNizevS0O0P0tB880aDvv1Smpz6o1fdfKmtz/DEbkvYk8ZePD+rnpcd1vL7Z77vjp5s079VtEVVIz+ZwKtx1AhA/vkn7vW/uUHVtQ8B1q2sbND9MXHKFIM8epUDPyANIDusrqjX/1W1+ceFgBPEg2L6i6XBubHbq+OmmqH/b9VtHT3m/8u3QiejLHSsGT7UDXlofqTPcz7R7thmOnGwZiewz0KdN8ceMSNqTgMNp6OF1u8Ku9/C6XX5D0nx5Dj1lGCqAaPjGjEialCHjUoAQxM1EIDm52iqBznbXskjaKeH2Fa1wvx3LcgPoOBav4fHfzoPj0S7ZVX0i4Hapch6TtCeBrVU1OnSyMex61bUN2lpVE3IdzzY3bWMA0Yg2ZBgKHZcCTWRn42YikJS2VtUEHXkjtcaDss9Dt1Mi2Ve0QsWiSMsdrn0VazzTDngLODzeY6LKhqbgk1Ak6jyOJZL2JHD4ZOQXrnDrejaH6WkHEI22xoxgcSnQjUMrVyUgKUXaVjl88kwE68QuYQ+338jL3TFlAhCZcK98i0Qyn8c0j5JA727ZMVvXGuB9hgAQibaGjGBxyRJgh/S0A8kp0rZK725ZMdtXtALtN/Jyd0yZgqGjHfDWOg9O4InoIhHv8ziWSNqTwNj8XPXplhl2vbycbI3Nz414vzw7CiAagZLskOsrdFwKtDfiEpCcxubnKi8nO+hjNK54MOac8O0U175iJVQsirTc0bSvYoLx8YAXS8BXvrWeuZ3stuDbKkHncQyRtCcBm9WiJTMLwq63ZGZBxO9F9v07AEQrkhASKi75jvaxWqK/MQDAHDzbKr5nsetzJO0Uz33FIhqE++1YlhtAx3E1D5yG4X67gud5OfI7ZwXe7tv/Jvt5TNKeJKYN66ufjj9LZ3XK8Pvu7M52PT9npIoL88Luh9njAcTKMzePDNoblpeTrefCxSWfEJTMF1MAUnFhnp6bM1J9feJC30jiQZB92W2B40KgpVkZVp3V2R71b7t+q3d376H7bSl3rNDPDnizevS0O53eyyRpUM8uAbdL5HkcS/4ZIExr3IBs3T79EpV9flyl+45Ksmj84B4ad26PiBu7vKcdQKwUF/bVtMK+2lpVo4O19aqpa1Ru1yz17d4yBC2akT8SNxKBVFBcmKepBS1x4fDJBvXuFlk8CLavwn579dH+WknSDyeco2H9z1Lf7tnKsFp0w69Kvdb/z5KLNenCPm367eLCPP2v83pp2JK/uJe9t3ASbSXAJAI90+7Zbgj0fPtr/2eMxg3ulRLnMUl7krFZLbrsvJ667Lyebdqe4fEAYsViablgjh/co03b+ybpqXBRBdByLrc1Lviy21qfU71p7CAN6d1VklTxVa3fuhkZ1nb9dlaG9wDURMYkHmkHvLX2tBvu2eM9T9FAN/6j6dg0O4bHpxmGxwOIlfY+f+67NTPHA/Dl+R7mbHtrs9Vu82/CtjeGpErjHkhF3hPRGd8ua/0+1fMakvY0RgMZQCL5TURHgxmAD89EOttjduiMAM+6tzfpNtNEmAZPtQNeWofHyz083vOcDXAfL6Wk+OHBl2flNtG1CUAa8o1B9HIB8OVwtiavnq90slv9m7Cp1NPG8HjAW+Dh8ekzgpikPc2Ee/YDABKFpB2Ar2ZHa/bq2dNu64CedgDmZXH3tHtORNf6faqP1iNpTzPMHg/ALPwmouNGIgAfza53O8m73WIP8s51AKnJ85l2F892RKq3IUja04zFaxhJAgsCIO0xPB5AOM3OwOPEMwJNREcMAVKW6/R2evS0e09E57+NkULPmZC0pxnPCm2mCVcApB/fCBTgEVUAaa7JEbjRHShBT6WettRJNYDYsHr0tLsG4Hg90x4gJgS555eUaCKlG69ZFlPn4gYg+TA8HkA4zQ5nwOX2AM+0c+MPSF2ts8d7PtPeGgcyAuQ1jhTK2glvacYaZhgJAMSLb46e6pPIAIhesEZ3RoAMPZU6I1JoVC8QExaP2eMN9+zx/t97cqbQiUTSnmYsHgNSa+oaVbr3WErdhQKQPHwvsKfPNBOTAHhpdDjcf/eMD4F61SoO1CZ1/PAs+1fH65P6WIBY8xoe/20y7vnM+oFvTvtt09gceKROMiJpTzMff13r/vveI3UqeWGLJizfpPUV1QksFQBIB0+cISYBcFtfUa2vjze4P3vGh0Ajc+5bszNp48f6impNWL7J/Xndjq+T9liAjtA6PL41aV/0+wr397/dut9vm+L/eC9lziGS9jSyvqJar33wpd/yg7UNmv/qtpSp1ACSQ7CYQ0wCsL6iWvNf3eY3kZQrPix7Z1fA7ZIxfriOtbq2wWt5Mh4L0FE839NeU9coSfrmdFPIbQ6dPJMy5xBJe5pwOA09vC7wBc51PXx43S6GYgGIC2ISgGBc8SHQ2W98++eFv1cF3La98SPez8WHO1aJWAhIrcPjHU6nvjpeH9W2qXAOkbSnia1VNX53cD0ZkqprG7S1qiZ+hQKQtohJAIIJFx+k0K9yak/8iPdbLIiFQGRc8+AcOdUY9FWQgaTKOUTSniYOnwx98Yt2PQBoD2ISgGBidd63ZT/x7mknFgKRcZ2a9Y2O0CsGkeznEEl7mujdLTum6wFAexCTAAQTq/O+LfuJd9JOLAQi4xoen5XRtvQ12c8hkvY0MTY/V3k5wSurRVJeTrbG5ufGr1AA0hYxCUAwrvgQKn0OlVu3J37E+1Xv4Y6VWAi0cJ2bZ3W2B3zlYzCpcg6RtKcJm9WiJTMLAn7nqvZLZhbE/Q4zgPRETAIQjGd88I0Alm//3P6/8gNu2974Ee+YE+5YJWIhILU+025I6t0tK6ptU+EcImlPI8WFefrBZef4Le+bk63n5oxUcWFe/AsFIG0VF+YpM8AwN2ISgOLCPD03Z6T6+ozIccWHB6YHvunX3viRiIZ9uGMlFgKtw+OdhtQlK0OSlNslM+Q2vbpmpsw5lJHoAiC+Lhp4lvvv4/Jz9X+nnK+x+blJf/cJQHLKtFnV2OyUJF02pId+MvE8YhIASS3J7NSCvtpaVaPDJxvUu1t20PjwHzeNCPl9pKxxnj3eJZpjBdJR63vaJafRMnv8f5ZcLIvF4j5nSl7Y4rXNr28braIBZ8e7qB2CpD3NeF6M8nt11fjBPRJYGgDpzrM5WpDXnZgEwIvNaokoLlwzon/Mfi9RIj1WIB1Z3Um7IdcL3zJs1pDPqqfSLS+Gx6cZzxvIdlsqVWUASckjDGXbbYkrBwAosUk7gOAs7uHxhr7taA87caTDGfn73M2OpD3NWDxayBlW/vcDSCzP0T8k7QASjaQdMCfPZ9pdw+MtYR5nSaGcnaQ93VjpaQdgIhZ62gGYiC1Bz7QDCM2VwzgNw52009OOlOV5LeJuMoBE84xC2XYuSQASy0rbCDAlV0+7YUhOp/eyYBwGSTuSlsfweBv/+wEklucFtxM97QASjJ52wJwsHj3thrunPUzSTk87kpXX8HjuJgNIMIbHAzATetoBc7J6TETnysXD3WMjaUfS8pywwcYz7QASjp52AObBIETAnFp72j0nogu9jZPh8UhWnnXbzuzxABLMs1Mri2faASSYjbYRYEruofCG3O9pZ3g8UpbntSiDnnYACcbweABmQtMIMCdrG55pd5K0I1lZmIgOgEk4nIbONDncnz+tPpFSd8UBxE/p3mMxiR+eo39itU8A7eca6f5lTZ1q65skSdv3f+M+RwOdq44UOn0TmrXV1NRo0qRJOnDggHvZo48+qqFDh7r/TJ06NaJ9bd26VVdddZUuueQSrVy5sqOKnPQ8b0hlMNkKgARZX1GtUY9u0PH6ZveyB9dWaNSjG7S+ojqBJQOQDHzjRMkLWzRh+aZ2xY/1FdXaeaA2pvsE0H7rK6p131s7JEmHTzaq6dtsfOHvyjXq0Q1a9s4uTVi+yW+7D7/4Jq7l7EgJS9pramo0b948ffXVV17LKyoq9F//9V8qKytTWVmZ1q5dG9G+5s+fr6uvvlpvvPGG1q1bpy1btnRU0ZOa50R0JO0AEmF9RbXmvbpNx083+X13/HST5r26jUYygKDWV1Rr/qvb/JYfrG3Q/DbGD9c+G3265tqzTwDt52oz1DU6An5//HSTfrW5StW1DX7fvfD3qpQ5dxOWtN97772aMWOG17Lm5mZ99tlnGj16tLp3767u3bura9euYff1xz/+Ub1799Ydd9yhc845Rz/+8Y+1Zs2ajip6UvOaiI7h8QDizOE09K9//Djseg+v28WwVAB+HE5DD6/bpUDRwbUs2vjREfsE0H6RthlCSZVzNyNRP7x06VINHDhQjz32mHvZ7t275XQ6de211+rQoUMaM2aMli5dqn79+oXcV2VlpS655BJ3L/Lw4cO1YsWKqMvkcAS+g2MGrrK1u4yG0/1XiwxTHzPaJ2Z1Bmkj2jrTlrq1Zd8xHTxxJux61bUN2rL3iMad2yPq30D8EGcQrfbWmS37jgXsUXMxFH386Ih9InaIM+kr0jZDKGY/dyOt1wlL2gcOHOi3bM+ePcrPz9dDDz2ks88+W8uWLdNDDz2kl156KeS+Tp06pcGDB7s/d+3aVYcPH466TOXl5VFvE2/tLePeQ60V/8CXX2i781B7iwSTS4Z6DXOJtM5s37496n2XfVkf+boVu5V9olPUv4H4I84gWm2tM5HGkGjiR0fsE7FHnEk/0bQZQu4nBc7dhCXtgcyaNUuzZs1yf16yZIkmT56sU6dOhRwmb7PZlJmZ6f6clZWlhobgd0yDKSoqks1mzlcOORwOlZeXt7uMp/cekzaXSZLOG3yuRlzYO1ZFhMnEqs4gfURUZ95a7/7riBEjov6Nhu7HpA/KIlp3TOH5GmHSO+NoQZxBtNpbZyKNIdHEj47YJ2KHOJO+omkzhGLmc9dVv8MxVdLuq0ePHnI6nTp8+HDIpD0nJ0c1NTXuz3V1dbLb7VH/ns1mM30waG8ZMzy2zbSb/3jRfslQr2EukdaZttSrcYN7qW/3rLDD3fJysjVucC/ZmDAzKRBnEK221plxg3spLydbB2sbAj6DbpHUN8r40RH7ROwRZ9JPpG2GUFKlPWGqmciWL1+udevWuT9/9NFHslqtysvLC7ldUVGR1zDNXbt2qU+fPh1VzKTm/co3U/3vB5AGbFaL/nXWsLDrLZlZkPQXWACxZ7NatGRmgSTvyXU9P0cbPzpinwDaL9I2Qyipcu6aKmu74IIL9NRTT6m0tFTvvfeelixZomuvvVadOrU8g3Dq1Ck1Nfm/ImjSpEnatm2b3n//fTU1NenFF1/UhAkT4l38pOBZZTNsyV+BASSf4sI8PT9npM7q7D8i6uzOdj0/Z6SKC0PfrAWQvooL8/TcnJHqm5PttbxvTraea2P86Ih9Amg/V5uha3bgAeJnd7Zr7uX5yvM5dyXpxtH9U+bcNdXw+GuuuUZ79uzRnXfeKZvNppkzZ+ree+91fz9r1iw9+OCDmjJlitd2ubm5euCBB/SjH/1InTt3Vrdu3fRv//Zv8S5+UrB63Gmyk7QDSJDiwjxNLeirLXuPqXTfUUkWjR/cQ+PO7ZESd8QBdCxXDNlaVaPDJxvUu1u2xubntit+dMQ+AbRfcWGe+p/VWTP/8z33smsu6qcbxwx0txt+Vnyh+9z97QdfaEvVNxrap1sCSx1bCU/aKysrvT4vWLBACxYsCLjupk2bgu6npKREEyZM0L59+zR69Gh16dIlpuVMFZ6XHRvD4wEkkM1q0WXn9dRl5/VMdFEAJCGbteVmn9n3CaD9suzeeUvJJd/xeo2b57n77ictb8dKgdezuyU8aY+lgQMHBnyVHFp5P9POnWMAAAAA5uabt4QaMWz9NuFxpFDWTldrmrFYPIfH878fAAAAgLn55i2hJtR2PdLiNEjakaSYiA4AAABAMvHNW0LlMTZ62pHsPHvaGR4PAAAAwOx8J4SMpKedpB1Jy7O+ZzA8HgAAAIDJ2X2S9JA97STtSHYWjwHydnraAQAAAJicb5Lum8R7cn3l4Jl2pALeOwoAAADA7HyHw9sieKbdSU87kpXnHSeGxwMAAAAwO/+e9hCvfHMNj0+dnJ2kPd14PtsR6v2GAAAAAGAGvhNoh+p8pKcdSa+p2en++z8+/yalJmgAAAAAkHo834AlhZ6IzrXqZ4dPqXTvsZTIdzISXQDEz/qKaj24tsL9+ZZfb1VeTraWzCxQcWFeAksGAAAAAJEJ9urq9RXVeu2DLyVJmz87qs2fHU2JfIee9jSxvqJa81/dppq6Rq/lB2sbNP/VbVpfUZ2gkgEAAABA5AK9p92V75w64/Bangr5Dkl7GnA4DT28bpcCDQxxLXt43a6UGDoCAAAAILX59rSner5D0p4GtlbVqLq2Iej3hqTq2gZtraqJX6EAAAAAoA2sPkl7quc7JO1p4PDJ4BW4LesBAAAAgFmker5D0p4GenfLjul6AAAAAGAWqZ7vkLSngbH5ucrLyVawFyNYJOXlZGtsfm48iwUAAAAA7Zbq+Q5JexqwWS1aMrNAkvwqsuvzkpkFsgV5dQIAAAAAmFWq5zsk7WmiuDBPz80Zqb453kNC+uZk67k5I5P6vYUAAAAA0psr3+nTPctreSrkOxmJLgDip7gwT1ML+mprVY0On2xQ724tQ0SS9Y4TAAAAALgUF+Zp0tBe+u3GrereZ6D65nROiXyHpD3N2KwWjR/cI9HFAAAAAICYs1ktKuydpREX9ZPNZkt0cWKC4fEAAAAAAJgUSTsAAAAAACZF0g4AAAAAgEmRtAMAAAAAYFIk7QAAAAAAmBRJOwAAAAAAJkXSDgAAAACASZG0AwAAAABgUiTtAAAAAACYFEk7AKBNSvcek8NpJLoYAAAgzaRbG4SkHQAQkfUV1V6fS17YognLN/ktBwAAiKV0b4OQtAMAwlpfUa35r27zW36wtkHzX92WNhdNAAAQX7RBSNoBAGE4nIYeXrdLgQahuZY9vG5XWg1TAwAAHY82SAuSdgBASFuralRd2xD0e0NSdW2DtlbVxK9QAAAg5dEGaUHSDgAI6fDJ4BfLtqwHAAAQCdogLUjaAQAh9e6WHdP1AAAAIkEbpAVJOwAgpLH5ucrLyZYlyPcWSXk52RqbnxvPYgEAgBRHG6QFSTsAICSb1aIlMwskye+i6fq8ZGaBbNZgl1QAAIDo0QZpQdIOAAiruDBPz80Zqb453sPP+uZk67k5I1VcmJegkgEAgFRGG0TKSHQBAADJobgwT1ML+mprVY0On2xQ724tw9FS/e42AABIrHRvgySsp72mpkaTJk3SgQMH3Ms2btyoyZMnq6CgQNdcc4327t0b0b7mzZunoUOHuv/cdtttHVRqAEhvNqtF4wf30DUj+mv84B5pc7EEAACJlc5tkIQk7TU1NZo3b56++uor97Ivv/xSDz74oBYsWKDNmzfrnHPO0aJFiyLaX0VFhdatW6eysjKVlZXp2Wef7aiiAwAAAAAQNwlJ2u+9917NmDHDa9nevXu1YMECTZ8+XT179lRJSYk++eSTsPs6dOiQJOn8889X9+7d1b17d3Xu3LlDyg0AAAAAQDwlJGlfunSpbr31Vq9lEydO1OzZs92fq6qqNGjQoLD72rlzpxwOhy6//HKNGDFC99xzj2pra2NeZgAAAAAA4i0hE9ENHDgw5PeNjY1auXJlRM+m79u3TxdccIEWLlwoi8Wif/mXf9GKFSv0yCOPRF0uh8MR9Tbx4iqbmcsIc6HOIFrUGUSLOoNoUWcQLeoMopVMdSbSMloMwzA6uCxBDR06VO+++64GDBjgtXzFihXavHmz1qxZI7vdHtU+y8rK9JOf/EQffPBBxNs4HA5t3749qt8BAAAAAKC9RowYIZvNFvR7073yrbS0VK+99prefPPNqBN2ScrNzdXx48fV2NiozMzMqLYtKioK+Y+VSA6HQ+Xl5aYuI8yFOoNoUWcQLeoMokWdQbSoM4hWMtUZV1nDMVXSvn//fi1YsECLFy/WkCFDItrm7rvv1pw5czR69GhJ0vbt29WzZ8+oE3ZJstlspv8fmwxlhLlQZxAt6gyiRZ1BtKgziBZ1BtFKpTqTsPe0+2poaNC8efM0efJkTZ06VXV1daqrq5Nr9P6pU6fU1NTkt93555+vZcuW6cMPP9TGjRv1xBNPqKSkJN7FBwAAAAAg5kzT0/7ee+9pz5492rNnj9588033ctcz77NmzdKDDz6oKVOmeG13++2368CBA7r99tvVpUsXlZSUaN68efEuPgAAAAAAMZfQpL2ystL99ylTpnh99rVp06aAy+12ux5//HE9/vjjMS8fAAAAAACJZJrh8QAAAAAAwBtJOwAAAAAAJkXSDgAAAACASZlmIrpEcs1Q73A4ElyS4FxlM3MZYS7UGUSLOoNoUWcQLeoMokWdQbSSqc64yujKR4OxGOHWSAONjY0RvdQeAAAAAIBYKioqUmZmZtDvSdolOZ1ONTc3y2q1ymKxJLo4AAAAAIAUZxiGnE6nMjIyZLUGf3KdpB0AAAAAAJNiIjoAAAAAAEyKpB0AAAAAAJMiaQcAAAAAwKRI2gEAAAAAMCmSdgAAAAAATIqkHQAAAAAAkyJpBwAAAADApEjaAQAAAAAp5+jRo9q5c6dOnz6d6KK0C0l7B9u4caMmT56sgoICXXPNNdq7d68kaffu3fre976nMWPGaPny5TIMw73NG2+8oQkTJmjYsGGaM2eODh8+7P5u69atuuqqq3TJJZdo5cqVEZfjtdde06WXXqrJkyertLQ0dgeImDNDnTEMQ6NHj9bQoUPdf5599tnYHihiJtZ1RpK++OILjR07NqpyrF+/XhMnTtSECRP09ttvt//A0GHMUmdmzpzpFWcWLVrU/oNDh4h1nQlXn4IhziQPs9QZ4kzyiHWdWbVqlYqLi3X//ffriiuu0IcffhhROUwZZwx0mC+++MIYM2aM8ac//ck4cuSIcddddxmzZ882zpw5Y0ycONF46KGHjC+++MK4/fbbjTVr1hiGYRhlZWXG+PHjjf/5n/8xqqurjZtvvtm49957DcMwjGPHjhkjR440nn76aaOqqsq47rrrjNLS0rDl2Lx5s1FUVGRs2LDB+Mc//mFMmjTJqKmp6dBjR9uYpc7s27fPmDhxolFbW+v+c+bMmQ49drRNrOuMYRjGl19+aVx55ZXG+eefH3E5KisrjWHDhhlvvvmm8emnnxpTp0419u7dG/PjRfuZpc6cPn3auOiii4xjx46540x9fX3MjxftF+s6E64+BUOcSR5mqTPEmeQR6zrz+eefG5deeqlx8OBBwzAM45e//KUxZ86csOUwa5whae9AmzZtMl5//XX359LSUmP48OHGhg0bjDFjxhinT582DMMwPvnkE+Omm24yDMMw1qxZY2zYsMG9zZo1a4yrrrrKMAzDWLlypVFcXGw4nU7DMAxjw4YNxoIFC8KWY/78+cZDDz3k/vzYY48Zb775ZvsPEDFnljrzhz/8wbjnnntidlzoOLGuM4ZhGNOnTzdefPHFqBKwRx991PjBD37g/rxq1SrjiSeeaPNxoeOYpc58+OGHxo033tjew0EcxLrOhKtPwRBnkodZ6gxxJnnEus7s3r3b2Lhxo/u7jRs3GjNmzAhbDrPGmYxE9/SnsokTJ3p9rqqq0qBBg/Tpp5/qoosuUqdOnSRJQ4cOdQ//+N73vhdwG0mqrKzUJZdcIovFIkkaPny4VqxYEbYcn376qe677z735+HDh6usrEw33HBD2w8OHcIsdWbnzp3auXOnRo8eLbvdrhtvvFF33323ez8wj1jXGUl6/vnnZbFY9O///u8Rl+PTTz/V5Zdf7v48fPhwPfPMM1EfDzqeWepMeXm5Dh48qHHjxqm5uVlXX321Fi1apMzMzLYeGjpIrOtMuPoUDHEmeZilzhBnkkes68x5552n8847T5J0+vRprV69WlOmTAlbDrPGGZ5pj5PGxkatXLlSN910k06dOqUBAwa4v7NYLLJaraqtrfXa5vjx43rjjTd00003SZLfdl27do3oeZ66uro2bYfESmSd+fzzzzVx4kStXbtWK1as0Ouvv6533nknRkeGjhKLOiNJAwcOjPq3iTPJKZF1Zt++fRo1apRWr16tl156Se+//75WrVrV5mNBfMSqzkTynS/iTHJKZJ0hziSnWNaZv/3tb5owYYIOHz6sH//4x2F/26xxhqQ9Tp5++ml16tRJN9xwg2w2m98dvqysLDU0NHgte+SRR3TxxRfriiuukCS/7QJtE0hbt0NiJbLOvPjii1q0aJEGDhyoSy+9VLfccov+8pe/xOCo0JFiUWfaijiTnBJZZx555BE98cQTOvfcc3XRRRfpjjvu0Pr169u1T3S8WNeZaOoTcSY5JbLOEGeSUyzrzGWXXabnn39ekvTEE0+E/W2zxhmGx8dBaWmpXnvtNb355puy2+3KycnRZ5995rVOXV2d7Ha7+/PatWv1wQcf6A9/+IN7WU5OjmpqaoJuE0xOTo6++eabqLdD4iS6zvjq0aOHDh061IYjQbzEqs60VazqGuIn0XXGV25uril6MxBcrOtMtPWJOJN8El1nfBFnzC/WdSYjI0Njx47VokWLdOedd2rhwoUhf9+scYae9g62f/9+LViwQIsXL9aQIUMkSUVFRdq+fbvXOo2NjcrJyZHU8vzN0qVL9cQTT6hnz57u9Xy327Vrl/r06RO2DEVFRfroo4+i3g6Jkeg609DQoJkzZ3rdVdy+fbv69esXg6NDR4hlnWmrtsYnJIYZ6szs2bNVXV3t/kycMbdY15m21CfiTHIxQ50hziSXWNaZd955R7/+9a/dn+12u6zW8KmvWeMMSXsHamho0Lx58zR58mRNnTpVdXV1qqur0+jRo3Xq1Cn97ne/kyT96le/0qWXXiqbzaZjx45p/vz5+uEPf6jCwkL3NpI0adIkbdu2Te+//76ampr04osvasKECZIkp9OpEydOeL230GXatGlavXq1Dh06pKNHj2rNmjXu7WAuZqgz2dnZ6tGjhx5++GGVl5dr1apVevvtt1VSUhLffwxEJNZ1JpwTJ07I4XD4LZ82bZreeecdVVZWqq6uTq+88gpxxqTMUmeGDBmixYsXa8eOHVq7dq1WrlxJnDGpWNeZcPWJOJP8zFJniDPJI9Z1Jj8/X08//bQ2bNigAwcO6JlnnlFxcbH795ItzliMQFkeYmLjxo264447/Ja/++67qqys1IIFC5SVlSWr1apXXnlFQ4YM0W9+8xs9/vjjfttUVlZKkn7729/qscceU+fOndWtWze98cYb6tmzpw4cOKDJkyerrKxM3bt399rWMAz97Gc/01//+ldJ0vjx4/Xcc88xE7gJmaXOfP3117r//vv10UcfqX///rrnnns0bdq0jjlotEtH1BlJ7vrhuUxqmbX197//vS688EK/7Z988km99NJLysrK0qBBg7R69WplZ2fH4CgRS2apMydOnNADDzyg9957Tz169NAPf/hD3XzzzTE6SsRSrOtMuPpEnEl+ZqkzxJnk0RHXpnXr1unJJ5/UyZMnNW3aNC1atMhrFvpkijMk7Ql05MgRffzxx7rooot09tlnR7zd/v37tW/fPo0ePVpdunSJeLudO3eqvr5eY8eOJWFPUvGuM0h+ba0zbbVnzx4dOnRIY8aM4ZU6SSredQbJjziDaBFnEK10jzMk7QAAAAAAmBTPtAMAAAAAYFIk7QAAAAAAmBRJOwAAAAAAJkXSDgBAGvrNb36jl156SZLU3NysxsZGOZ3OmOy7qakp4PK//vWvuv3221VbW9uu/QAAkE5I2gEASGG//OUvddddd/ktLygo0JNPPqmdO3fq7bff1qhRozRq1CiNHj3a/WfYsGF69dVXo/q9iooK3XDDDWpsbPT77o033lBeXp5ycnIi2tfChQvd7+YFACBdZSS6AAAAoG0uvPBCderUSVarVfX19br//vt1yy23eK1jt9tlt9v9th0zZoxuvvlm1dXV6dprr9W1117rt87cuXOVlZUVcXn279+v++67T0899ZTfK3J27Nih0tJS9e/fXzNmzJDT6dSZM2fc78w9c+aM6uvr9dZbbykvL0+StHjxYs2bN09dunRRcXFxxOUAACCV8Mo3AACSVFFRkd5++20NGjRIc+fO1RVXXKFjx44pIyNDVqtVFotFZWVlOnr0qKZMmaLJkyfrggsu0JQpU7R48WJdfvnlIfc/d+5cTZs2Td/97ncjKk9JSYnuuusujR8/3mu50+nUjTfeqBkzZui2226TJH3yySeaO3euNm/eHHKfR44c0S233KKXX35ZvXv3jqgcAACkEnraAQBIUhkZ3pdxu92uwYMHKyMjQzabTRaLRZ9//rkaGxt13nnnqVu3bu71XD3hM2fOVF1dndd+Zs+erblz50ZVli1btqhXr15+Cbskvfbaa6qpqdHNN98c1T4lqVevXvr+97+v1atX6+677456ewAAkh1JOwAAScpisei6665zD4+/8sorNX36dH3yySe68MILJUlVVVVyOp268sor3du5EnpJOnr0qN566y0NGDBAkvSLX/xCDQ0NUZflb3/7m6ZPn+63fOfOnVq+fLl+/vOf+w2Zd3E6nWpubpbFYgk4lP/qq6/WD37wA5J2AEBaImkHACBJWa1W/e53v3MPj7dYLKqqqtKNN96od955RwMHDoxoH5EsC+fgwYO66qqr/Jafe+65euyxx9S7d28VFRVp0KBBklqeYT927JiuvvpqGYah5uZmlZSU6J//+Z/99pGbm6vjx49HXSYAAFIBSTsAAEkq0Cva8vPzNW3aND377LNatmxZRPu5+eab3UPta2tr3c+dR6Nr165+w+xdy6+55hqVl5dr0KBBevvttyW1PtP+pz/9Key+Gxsbo5oQDwCAVMIr3wAASFK+SbtrbtnZs2dHleSuXr1amzZt0qZNm1RSUtKmsgwePFgfffSR3/LGxkY1NTVF1Hvf3NysM2fO+C3fuXOn8vPz21QuAACSHT3tAAAkKYfDoRtuuEEWi0V1dXWaPHmypJbXuY0ZMyaifQR6iUygHvxwpk+frptuukm33XabOnfu7F7+wAMPqLy8XDabTTabTTNmzJDUOjze9dn1uz169NArr7zite9Vq1Zp1qxZUZcJAIBUQNIOAECScjgceuutt9zPtDc1NUW9jx49eujWW2/1WjZ79uyo99O7d2/NmjVLS5Ys0c9//nP38hUrVgRc3zU83jVcPpi33npL33zzDe9pBwCkLZJ2AACSVG5urmw2myRp6dKl6tSpk986p06dcs8U71JfXy+HwyFJWrduXcB9G4ahb775RtnZ2RGX54477tCdd96phQsXatmyZSGHxDscjrA9+q+//rpWrVqllStXtmlyPAAAUgFXQAAAktR7773nflVb79693e9hl6S6ujrNmDFDL7zwgkaNGuW13enTpwM+O+5SU1OjsWPH6sSJE37bhmK32/XMM8/o8ssvD5tkNzQ0hB0Z0L9/f61evVp5eXkRlwEAgFRjMQI9zAYAAJLenj17lJubq9zc3Ki3PXTokPr06dMBpQIAANEgaQcAAAAAwKQYHg8AAAAAgEmRtAMAAAAAYFIk7QAAAAAAmBRJOwAAAAAAJkXSDgAAAACASZG0AwAAAABgUiTtAAAAAACYFEk7AAAAAAAmRdIOAAAAAIBJkbQDAAAAAGBS/x+xNHRMFtbwoAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制最高气温的时间序列图  \n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(df['year'] + (df['month'] - 1) / 12.0 + df['day'] / 365.0, df['最高气温'], marker='o')\n",
    "plt.title('最高气温时间序列')\n",
    "plt.xlabel('时间（年）')\n",
    "plt.ylabel('最高气温（℃）')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-16T10:50:30.759004300Z",
     "start_time": "2024-05-16T10:50:30.541586900Z"
    }
   },
   "id": "16bd57780a572e70",
   "execution_count": 15
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\yxn\\AppData\\Local\\Temp\\ipykernel_17384\\4062113533.py:3: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(x='year', y='最低气温', data=df, palette=\"Set2\")\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\yxn\\AppData\\Local\\Temp\\ipykernel_17384\\4062113533.py:10: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(x='year', y='最高气温', data=df, palette=\"Set2\")\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制最低气温和最高气温的箱线图，按年份分组  \n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x='year', y='最低气温', data=df, palette=\"Set2\")\n",
    "plt.title('每年最低气温箱线图')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('最低气温（℃）')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x='year', y='最高气温', data=df, palette=\"Set2\")\n",
    "plt.title('每年最高气温箱线图')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('最高气温（℃）')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-16T10:50:31.118044900Z",
     "start_time": "2024-05-16T10:50:30.760999100Z"
    }
   },
   "id": "65ef333143ca2019",
   "execution_count": 16
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制气温的月平均变化图（假设数据是连续的每日数据）  \n",
    "monthly_avg = df.groupby(['year', 'month']).mean().reset_index()\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.lineplot(x='month', y='平均气温', hue='year', data=monthly_avg, palette=\"tab10\", markers=True)\n",
    "plt.title('月平均气温变化')\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('平均气温（℃）')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-16T10:50:31.315896700Z",
     "start_time": "2024-05-16T10:50:31.094109900Z"
    }
   },
   "id": "bc351def0e09d75f",
   "execution_count": 17
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 气温分布直方图：\n",
    "# 展示最高气温、最低气温或平均气温的分布情况。\n",
    "\n",
    "# 绘制最低气温的直方图  \n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(df['最低气温'], bins=20, edgecolor='black', alpha=0.7)\n",
    "plt.title('最低气温分布直方图')\n",
    "plt.xlabel('最低气温 (℃)')\n",
    "plt.ylabel('频数')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-16T10:50:31.501507700Z",
     "start_time": "2024-05-16T10:50:31.315896700Z"
    }
   },
   "id": "393da629aa20d6aa",
   "execution_count": 18
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 566.611x500 with 6 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 气温变化的散点图矩阵：\n",
    "# 展示不同气温指标之间的关系。\n",
    "# python\n",
    "# 复制代码\n",
    "# 绘制气温的散点图矩阵  \n",
    "sns.pairplot(df[['最低气温', '最高气温', '平均气温']], kind=\"scatter\", hue=\"平均气温\",\n",
    "             plot_kws=dict(s=50, edgecolor=\"white\", linewidth=2.5))\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-16T10:50:42.361084200Z",
     "start_time": "2024-05-16T10:50:40.642133300Z"
    }
   },
   "id": "69a699cd6b43d826",
   "execution_count": 20
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\yxn\\AppData\\Local\\Temp\\ipykernel_17384\\1552387328.py:6: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.violinplot(x='year', y='最高气温', data=df, palette=\"Set2\")\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 小提琴图：\n",
    "# 展示不同年份或月份的气温分布情况。\n",
    "# python\n",
    "# 绘制每年最高气温的小提琴图  \n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.violinplot(x='year', y='最高气温', data=df, palette=\"Set2\")\n",
    "plt.title('每年最高气温小提琴图')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('最高气温 (℃)')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-16T10:50:46.568091300Z",
     "start_time": "2024-05-16T10:50:46.385564600Z"
    }
   },
   "id": "951b791b0a25577e",
   "execution_count": 21
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "37f5f6c196cf0a48"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
